WEBSCRAPING PROJECT

DATA SCRAPPING TOP 500 GREATEST MOVIES FROM THE IMDB WEBSITE

# IMPORTING LIBRARIES


import pandas as pd
import numpy as np
import re
import matplotlib.pyplot as plt
import seaborn as sns
from bs4 import BeautifulSoup
import requests as rq

# FROM THE DESIRED WEBPAGE COPY THE URL WITH A NAME
url='https://www.imdb.com/list/ls050782187'
url

'https://www.imdb.com/list/ls050782187'

# REQUESTING WEBSITE TO SCRAP THE DATA FROM THE URL PAGE
page=rq.get(url)
page

<Response [200]>

# STATUS OF THE REQUEST (CODE: 200) REQUEST ACCEPTED
page.status_code

200

# A BEAUTIFUL SOUP IS TO BE CREATED FROM THE PAGE CONTENT OR TEXT
soup= BeautifulSoup(page.text)

a=soup.find_all('h3',class_="lister-item-header")  ## title
b=soup.find_all('span',class_="runtime")  # runtime
c=soup.find_all('span',class_="certificate")   # certificate
d=soup.find_all('span', class_="genre")  # genre
f=soup.find_all('p',class_="text-muted text-small")  # gross
R=soup.find_all('span',class_="ipl-rating-star__rating")

soup.find_all('span',class_="ipl-rating-star__rating")[0].text

'9.2'

R=soup.find_all('span',class_="ipl-rating-star__rating")
R[0].text
print(len(R))

2300

len(a)

100

# TO FIND THE TITLEs OF MOVIEs
a=soup.find_all('h3',class_="lister-item-header")  ## title
for i in a:
        text=i.text
        regex=re.findall('[a-zA-Z]+',text) # title
        print(text)

1.
The Godfather
(1972)


2.
The Silence of the Lambs
(1991)


3.
Star Wars: Episode V - The Empire Strikes Back
(1980)


4.
The Shawshank Redemption
(1994)


5.
The Shining
(1980)


6.
Casablanca
(1942)


7.
One Flew Over the Cuckoo's Nest
(1975)


8.
Raiders of the Lost Ark
(1981)


9.
The Lord of the Rings: The Return of the King
(2003)


10.
Star Wars
(1977)


11.
The Dark Knight
(2008)


12.
The Godfather Part II
(1974)


13.
Aliens
(1986)


14.
Schindler's List
(1993)


15.
Inception
(2010)


16.
The Lord of the Rings: The Fellowship of the Ring
(2001)


17.
Alien
(1979)


18.
Some Like It Hot
(1959)


19.
Blade Runner
(1982)


20.
Se7en
(1995)


21.
Apocalypse Now
(1979)


22.
12 Angry Men
(1957)


23.
The Lord of the Rings: The Two Towers
(2002)


24.
Terminator 2: Judgment Day
(1991)


25.
Star Wars: Episode VI - Return of the Jedi
(1983)


26.
Die Hard
(1988)


27.
Gone with the Wind
(1939)


28.
Taxi Driver
(1976)


29.
Pulp Fiction
(1994)


30.
The Bridge on the River Kwai
(1957)


31.
The Lion King
(1994)


32.
North by Northwest
(1959)


33.
Rear Window
(1954)


34.
Léon
(1994)


35.
Back to the Future
(1985)


36.
Citizen Kane
(1941)


37.
GoodFellas
(1990)


38.
Memento
(2000)


39.
American Beauty
(1999)


40.
As Good as It Gets
(1997)


41.
Forrest Gump
(1994)


42.
Singin' in the Rain
(1952)


43.
Braveheart
(1995)


44.
Saving Private Ryan
(1998)


45.
Rain Man
(1988)


46.
The King's Speech
(2010)


47.
2001: A Space Odyssey
(1968)


48.
Kill Bill: Vol. 1
(2003)


49.
Avanti!
(1972)


50.
Il buono, il brutto, il cattivo
(1966)


51.
Le fabuleux destin d'Amélie Poulain
(2001)


52.
Modern Times
(1936)


53.
Lost in Translation
(2003)


54.
Full Metal Jacket
(1987)


55.
Requiem for a Dream
(2000)


56.
Fight Club
(1999)


57.
No Country for Old Men
(2007)


58.
Django Unchained
(2012)


59.
Children of Men
(2006)


60.
Ratatouille
(2007)


61.
The Lives of Others
(2006)


62.
The Prestige
(2006)


63.
V for Vendetta
(2005)


64.
Chinatown
(1974)


65.
Cidade de Deus
(2002)


66.
To Have and Have Not
(1944)


67.
Fargo
(1996)


68.
Life of Pi
(2012)


69.
Slumdog Millionaire
(2008)


70.
Vertigo
(1958)


71.
Trainspotting
(1996)


72.
Interstellar
(2014)


73.
The Thing
(1982)


74.
The Third Man
(1949)


75.
Twelve Monkeys
(1995)


76.
La vita è bella
(1997)


77.
The Pianist
(2002)


78.
Magnolia
(1999)


79.
The Dark Knight Rises
(2012)


80.
Star Wars: Episode VII - The Force Awakens
(2015)


81.
The Hobbit: The Desolation of Smaug
(2013)


82.
Mad Max: Fury Road
(2015)


83.
12 Years a Slave
(2013)


84.
Indiana Jones and the Last Crusade
(1989)


85.
O Brother, Where Art Thou?
(2000)


86.
Inglourious Basterds
(2009)


87.
The Departed
(2006)


88.
A Beautiful Mind
(2001)


89.
District 9
(2009)


90.
The Piano
(1993)


91.
Mystic River
(2003)


92.
The Insider
(1999)


93.
L.A. Confidential
(1997)


94.
Heat
(1995)


95.
The Usual Suspects
(1995)


96.
Cool Hand Luke
(1967)


97.
Eternal Sunshine of the Spotless Mind
(2004)


98.
City Lights
(1931)


99.
The Matrix
(1999)


100.
Sin City
(2005)

## To find the year from the web page
years=[]
for i in range(1,6):
    url=(f'https://www.imdb.com/list/ls050782187/?sort=list_order,asc&st_dt=&mode=detail&page={i}')## year
    response = rq.get(url)
    soup=BeautifulSoup(response.text)
    soup.find_all('h3',class_="lister-item-header")
    for i in soup.find_all('h3',class_="lister-item-header"):                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
            text=i.text
            regex=re.findall('[0-9]{4}',text)
            years.append(regex)
    print(years)

[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971'], ['2005'], ['1986'], ['1984'], ['2003'], ['1994'], ['1997'], ['1999'], ['2000'], ['1993'], ['1993'], ['1992'], ['1988'], ['1997'], ['1958'], ['1990'], ['2000'], ['1998'], ['2003'], ['1991'], ['2006'], ['2014'], ['1993'], ['1991'], ['2001'], ['2004'], ['2009'], ['2013'], ['2002'], ['2004'], ['2002'], ['1999'], ['1993'], ['2001'], ['2008'], ['2008'], ['1987'], ['2001'], ['2008'], ['1986'], ['2000'], ['2008'], ['1996'], ['1939'], ['1940'], ['1959'], ['2004'], ['2005'], ['1998'], ['2003'], ['1992'], ['2002'], ['1997'], ['2002'], ['2007'], ['2001'], ['2011'], ['2003'], ['2002'], ['1998'], ['2006'], ['2005'], ['1968'], ['2003'], ['2001'], ['2008'], ['1973'], ['1964'], ['1999'], ['2001'], ['1987'], ['2010'], ['2013'], ['2000'], ['1995'], ['2002'], ['2012'], ['2012'], ['1989'], ['2001'], ['1997'], ['2006'], ['2011'], ['2013'], ['2006'], ['1993'], ['1999'], ['1982'], ['2005'], ['2004'], ['2009'], ['1976'], ['2001'], ['2006'], ['2012'], ['2009'], ['2000'], ['2005'], ['2001'], ['1980'], ['1994']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971'], ['2005'], ['1986'], ['1984'], ['2003'], ['1994'], ['1997'], ['1999'], ['2000'], ['1993'], ['1993'], ['1992'], ['1988'], ['1997'], ['1958'], ['1990'], ['2000'], ['1998'], ['2003'], ['1991'], ['2006'], ['2014'], ['1993'], ['1991'], ['2001'], ['2004'], ['2009'], ['2013'], ['2002'], ['2004'], ['2002'], ['1999'], ['1993'], ['2001'], ['2008'], ['2008'], ['1987'], ['2001'], ['2008'], ['1986'], ['2000'], ['2008'], ['1996'], ['1939'], ['1940'], ['1959'], ['2004'], ['2005'], ['1998'], ['2003'], ['1992'], ['2002'], ['1997'], ['2002'], ['2007'], ['2001'], ['2011'], ['2003'], ['2002'], ['1998'], ['2006'], ['2005'], ['1968'], ['2003'], ['2001'], ['2008'], ['1973'], ['1964'], ['1999'], ['2001'], ['1987'], ['2010'], ['2013'], ['2000'], ['1995'], ['2002'], ['2012'], ['2012'], ['1989'], ['2001'], ['1997'], ['2006'], ['2011'], ['2013'], ['2006'], ['1993'], ['1999'], ['1982'], ['2005'], ['2004'], ['2009'], ['1976'], ['2001'], ['2006'], ['2012'], ['2009'], ['2000'], ['2005'], ['2001'], ['1980'], ['1994'], ['1995'], ['2001'], ['1999'], ['1960'], ['1987'], ['1979'], ['1980'], ['2000'], ['2001'], ['1954'], ['1947'], ['1976'], ['2001'], ['2005'], ['1987'], ['2002'], ['2008'], ['1999'], ['2004'], ['1969'], ['1973'], ['2004'], ['2010'], ['2003'], ['1978'], ['2007'], ['2004'], ['1976'], ['2001'], ['1957'], ['1998'], ['1999'], ['2003'], ['2010'], ['2004'], ['2012'], ['1954'], ['2006'], ['1995'], ['1998'], ['2004'], ['2007'], ['2006'], ['1967'], ['1996'], ['2001'], ['1990'], ['1963'], ['1984'], ['1988'], ['1987'], ['2005'], ['2004'], ['2002'], ['2009'], ['1999'], ['2013'], ['1997'], ['1969'], ['2004'], ['1988'], ['1998'], ['1981'], ['2014'], ['2011'], ['1989'], ['1985'], ['1971'], ['1994'], ['1989'], ['1993'], ['2002'], ['2011'], ['2006'], ['1994'], ['1997'], ['2000'], ['2000'], ['2007'], ['1961'], ['2005'], ['2006'], ['2010'], ['2008'], ['2001'], ['1980'], ['1993'], ['1982'], ['2001'], ['2013'], ['2013'], ['2005'], ['1974'], ['2005'], ['2013'], ['2011'], ['2000'], ['2007'], ['2008'], ['2009']]
[['1972'], ['1991'], ['1980'], ['1994'], ['1980'], ['1942'], ['1975'], ['1981'], ['2003'], ['1977'], ['2008'], ['1974'], ['1986'], ['1993'], ['2010'], ['2001'], ['1979'], ['1959'], ['1982'], ['1995'], ['1979'], ['1957'], ['2002'], ['1991'], ['1983'], ['1988'], ['1939'], ['1976'], ['1994'], ['1957'], ['1994'], ['1959'], ['1954'], ['1994'], ['1985'], ['1941'], ['1990'], ['2000'], ['1999'], ['1997'], ['1994'], ['1952'], ['1995'], ['1998'], ['1988'], ['2010'], ['2001', '1968'], ['2003'], ['1972'], ['1966'], ['2001'], ['1936'], ['2003'], ['1987'], ['2000'], ['1999'], ['2007'], ['2012'], ['2006'], ['2007'], ['2006'], ['2006'], ['2005'], ['1974'], ['2002'], ['1944'], ['1996'], ['2012'], ['2008'], ['1958'], ['1996'], ['2014'], ['1982'], ['1949'], ['1995'], ['1997'], ['2002'], ['1999'], ['2012'], ['2015'], ['2013'], ['2015'], ['2013'], ['1989'], ['2000'], ['2009'], ['2006'], ['2001'], ['2009'], ['1993'], ['2003'], ['1999'], ['1997'], ['1995'], ['1995'], ['1967'], ['2004'], ['1931'], ['1999'], ['2005'], ['1990'], ['1993'], ['1975'], ['1978'], ['1983'], ['1971'], ['1980'], ['1973'], ['1962'], ['1955'], ['2004'], ['1990'], ['2003'], ['2005'], ['2012'], ['1948'], ['1987'], ['1998'], ['1992'], ['1960'], ['1946'], ['2012'], ['2014'], ['1959'], ['1998'], ['1963'], ['1991'], ['2004'], ['1976'], ['2008'], ['1951'], ['1966'], ['1973'], ['1984'], ['2012'], ['2004'], ['2000'], ['2000'], ['2007'], ['1999'], ['2009'], ['1978'], ['1995'], ['1975'], ['1968'], ['1946'], ['1963'], ['1993'], ['1964'], ['2007'], ['2012'], ['2008'], ['1999'], ['2010'], ['2001'], ['2005'], ['2004'], ['1997'], ['2006'], ['1986'], ['1998'], ['2013'], ['1990'], ['1998'], ['1989'], ['2007'], ['2002'], ['2009'], ['1981'], ['2004'], ['1992'], ['1972'], ['2008'], ['1989'], ['1957'], ['1993'], ['2010'], ['1998'], ['1972'], ['1999'], ['1982'], ['2010'], ['2004'], ['2001'], ['2008'], ['2009'], ['2002'], ['1978'], ['2007'], ['2000'], ['2006'], ['2014'], ['2012'], ['1960'], ['1982'], ['1979'], ['2003'], ['2005'], ['2008'], ['1971'], ['2005'], ['1986'], ['1984'], ['2003'], ['1994'], ['1997'], ['1999'], ['2000'], ['1993'], ['1993'], ['1992'], ['1988'], ['1997'], ['1958'], ['1990'], ['2000'], ['1998'], ['2003'], ['1991'], ['2006'], ['2014'], ['1993'], ['1991'], ['2001'], ['2004'], ['2009'], ['2013'], ['2002'], ['2004'], ['2002'], ['1999'], ['1993'], ['2001'], ['2008'], ['2008'], ['1987'], ['2001'], ['2008'], ['1986'], ['2000'], ['2008'], ['1996'], ['1939'], ['1940'], ['1959'], ['2004'], ['2005'], ['1998'], ['2003'], ['1992'], ['2002'], ['1997'], ['2002'], ['2007'], ['2001'], ['2011'], ['2003'], ['2002'], ['1998'], ['2006'], ['2005'], ['1968'], ['2003'], ['2001'], ['2008'], ['1973'], ['1964'], ['1999'], ['2001'], ['1987'], ['2010'], ['2013'], ['2000'], ['1995'], ['2002'], ['2012'], ['2012'], ['1989'], ['2001'], ['1997'], ['2006'], ['2011'], ['2013'], ['2006'], ['1993'], ['1999'], ['1982'], ['2005'], ['2004'], ['2009'], ['1976'], ['2001'], ['2006'], ['2012'], ['2009'], ['2000'], ['2005'], ['2001'], ['1980'], ['1994'], ['1995'], ['2001'], ['1999'], ['1960'], ['1987'], ['1979'], ['1980'], ['2000'], ['2001'], ['1954'], ['1947'], ['1976'], ['2001'], ['2005'], ['1987'], ['2002'], ['2008'], ['1999'], ['2004'], ['1969'], ['1973'], ['2004'], ['2010'], ['2003'], ['1978'], ['2007'], ['2004'], ['1976'], ['2001'], ['1957'], ['1998'], ['1999'], ['2003'], ['2010'], ['2004'], ['2012'], ['1954'], ['2006'], ['1995'], ['1998'], ['2004'], ['2007'], ['2006'], ['1967'], ['1996'], ['2001'], ['1990'], ['1963'], ['1984'], ['1988'], ['1987'], ['2005'], ['2004'], ['2002'], ['2009'], ['1999'], ['2013'], ['1997'], ['1969'], ['2004'], ['1988'], ['1998'], ['1981'], ['2014'], ['2011'], ['1989'], ['1985'], ['1971'], ['1994'], ['1989'], ['1993'], ['2002'], ['2011'], ['2006'], ['1994'], ['1997'], ['2000'], ['2000'], ['2007'], ['1961'], ['2005'], ['2006'], ['2010'], ['2008'], ['2001'], ['1980'], ['1993'], ['1982'], ['2001'], ['2013'], ['2013'], ['2005'], ['1974'], ['2005'], ['2013'], ['2011'], ['2000'], ['2007'], ['2008'], ['2009'], ['2015'], ['2013'], ['2002'], ['2000'], ['1997'], ['1992'], ['2001'], ['2007'], ['1995'], ['2009'], ['2000'], ['2006'], ['2007'], ['1997'], ['2005'], ['1993'], ['2002'], ['2006'], ['2005'], ['2012'], ['2000'], ['2002'], ['1999'], ['1988'], ['2001'], ['2010'], ['2004'], ['2000'], ['2013'], ['2004'], ['2010'], ['2004'], ['2002'], ['2005'], ['2004'], ['1996'], ['2000'], ['2001'], ['2004'], ['2012'], ['2004'], ['2009'], ['2008'], ['1984'], ['2004'], ['2001'], ['2013'], ['2014'], ['2015'], ['2002'], ['1997'], ['2014'], ['2006'], ['1989'], ['2006'], ['2009'], ['2013'], ['2007'], ['1993'], ['1971'], ['2011'], ['2007'], ['2012'], ['2005'], ['1996'], ['2014'], ['2013'], ['2010'], ['1987'], ['2013'], ['2011'], ['2011'], ['1991'], ['2010'], ['2014'], ['2012'], ['2011'], ['1977'], ['1963'], ['1997'], ['1990'], ['1971'], ['1992'], ['2012'], ['1989'], ['1990'], ['2010'], ['2009'], ['2004'], ['2000'], ['2008'], ['2006'], ['2003'], ['2000'], ['1997'], ['2000'], ['2007'], ['1996'], ['2007'], ['2005']]

b=soup.find_all('span',class_="runtime")  # runtime
for i in b:
        text=i.text
        regex=re.findall('[0-9]+\smin',text)  # runtime
        print(regex[0]) 

148 min
124 min
117 min
143 min
138 min
127 min
97 min
116 min
128 min
88 min
131 min
110 min
115 min
155 min
93 min
113 min
81 min
132 min
104 min
93 min
130 min
167 min
162 min
111 min
120 min
103 min
103 min
104 min
115 min
101 min
120 min
127 min
124 min
145 min
122 min
111 min
104 min
124 min
146 min
136 min
105 min
100 min
121 min
105 min
125 min
100 min
112 min
93 min
131 min
110 min
93 min
123 min
126 min
95 min
167 min
128 min
134 min
101 min
130 min
112 min
100 min
113 min
110 min
187 min
110 min
114 min
115 min
133 min
119 min
104 min
127 min
132 min
99 min
100 min
106 min
92 min
137 min
125 min
115 min
90 min
103 min
120 min
110 min
124 min
114 min
124 min
101 min
101 min
104 min
106 min
108 min
117 min
91 min
98 min
101 min
116 min
91 min
97 min
105 min
99 min

c=soup.find_all('span',class_="certificate")   # certificate
for i in soup.find_all("div",class_="lister-item mode-detail"):
    c=i.find('div',class_="sc-b5e8e7ce-2 AIESV")
    text = i.text
    regex=re.findall('(UA|G|A|U|PG|R|18|PG-13)',text)
    print(regex[0])

UA
UA
R
A
UA
A
R
A
A
A
A
R
U
18
R
A
R
18
A
R
A
G
A
A
R
UA
A
UA
UA
G
UA
U
R
G
UA
A
UA
UA
UA
A
U
UA
UA
A
R
R
A
A
R
PG
R
G
UA
UA
G
A
UA
A
A
G
A
R
A
UA
U
A
A
UA
A
A
A
G
A
UA
UA
A
UA
A
R
UA
A
A
R
A
A
A
18
R
A
R
A
A
A
A
A
A
R
R
A
A

d=soup.find_all('span', class_="genre")  # genre
for i in d:
        text=i.text
        print(text)

Action, Adventure, Thriller            

Action, Adventure, Sci-Fi            

Crime, Drama, Thriller            

Adventure, Drama, Romance            

Action, Crime, Sci-Fi            

Drama, Mystery, Thriller            

Action, Mystery, Thriller            

Drama, Horror, Musical            

Action, Adventure, Thriller            

Action, Comedy, Horror            

Biography, Drama            

Crime, Drama, Thriller            

Action, Mystery, Thriller            

Drama            

Crime, Drama, Thriller            

Action, Adventure, Thriller            

Crime, Thriller            

Action, Adventure, Crime            

Drama, Thriller            

Action, Adventure, Comedy            

Drama, Horror, Mystery            

Crime, Drama            

Drama, Sport            

Crime, Drama            

Drama, Thriller            

Horror, Mystery, Thriller            

Horror, Mystery, Thriller            

Comedy, Crime            

Drama            

Crime, Drama            

Biography, Drama            

Action, Adventure, Sci-Fi            

Drama, Romance            

Drama, Romance            

Action, Adventure, Fantasy            

Horror, Mystery            

Action, Adventure, Sci-Fi            

Action, Crime, Drama            

Action, Crime, Drama            

Action, Adventure, Sci-Fi            

Drama            

Comedy            

Drama, History, Thriller            

Action, Comedy, Crime            

Crime, Drama            

Drama, Horror, Mystery            

Horror, Mystery, Thriller            

Horror, Mystery, Thriller            

Action, Adventure, Thriller            

Drama, Romance            

Crime, Drama, Mystery            

Action, Adventure, Sci-Fi            

Action, Crime, Sci-Fi            

Comedy, Drama, Romance            

Drama, History, Thriller            

Action, Adventure, Mystery            

Action, Biography, Crime            

Action, Drama, Horror            

Action, Adventure, Comedy            

Action, Crime, Thriller            

Comedy, Drama, Romance            

Crime, Drama, Thriller            

Horror, Mystery, Thriller            

Action, Adventure, Drama            

Action, Adventure, Thriller            

Action, Crime, Drama            

Action, Thriller            

Biography, Drama, Romance            

Drama, Thriller            

Comedy, Drama            

Drama, Mystery, Thriller            

Action, Adventure, Thriller            

Drama, Thriller            

Action, Thriller            

Action, Mystery, Thriller            

Action, Crime, Thriller            

Action, Adventure, Fantasy            

Action, Adventure, Thriller            

Action, Adventure, Thriller            

Drama, Horror, Mystery            

Comedy, Family            

Action, Adventure, Thriller            

Drama, Thriller            

Adventure, Mystery, Sci-Fi            

Action, Crime, Thriller            

Action, Thriller            

Horror, Thriller            

Crime, Horror, Mystery            

Drama, Romance            

Comedy, Drama, Romance            

Comedy, Musical, Romance            

Action, Drama            

Horror            

Horror, Thriller            

Horror, Mystery            

Comedy            

Adventure, Comedy, Drama            

Drama, Thriller            

Action, Comedy, Horror            

Adventure, Horror, Thriller            

Metascore=[]

for y in soup.find_all("div",class_="lister-item mode-detail"):
        e=y.find('div',class_='inline-block ratings-metascore')
        if e is None:
             Metascore.append(np.nan)
        else:
            Metascore.append(e.text)
print(Metascore)# metascore

['\n60        \n        Metascore\n        ', '\n54        \n        Metascore\n        ', '\n72        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n82        \n        Metascore\n        ', '\n43        \n        Metascore\n        ', '\n75        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', '\n58        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n53        \n        Metascore\n        ', '\n85        \n        Metascore\n        ', '\n85        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n60        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', '\n66        \n        Metascore\n        ', '\n58        \n        Metascore\n        ', nan, '\n51        \n        Metascore\n        ', '\n72        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n60        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n46        \n        Metascore\n        ', '\n55        \n        Metascore\n        ', '\n86        \n        Metascore\n        ', '\n87        \n        Metascore\n        ', '\n95        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', nan, '\n54        \n        Metascore\n        ', '\n72        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n64        \n        Metascore\n        ', '\n71        \n        Metascore\n        ', '\n47        \n        Metascore\n        ', '\n66        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', '\n66        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', '\n58        \n        Metascore\n        ', '\n68        \n        Metascore\n        ', '\n39        \n        Metascore\n        ', '\n75        \n        Metascore\n        ', '\n80        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n62        \n        Metascore\n        ', '\n59        \n        Metascore\n        ', '\n76        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n57        \n        Metascore\n        ', '\n82        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n44        \n        Metascore\n        ', '\n80        \n        Metascore\n        ', '\n89        \n        Metascore\n        ', '\n68        \n        Metascore\n        ', '\n53        \n        Metascore\n        ', '\n81        \n        Metascore\n        ', '\n59        \n        Metascore\n        ', '\n57        \n        Metascore\n        ', '\n49        \n        Metascore\n        ', '\n50        \n        Metascore\n        ', '\n67        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n85        \n        Metascore\n        ', '\n73        \n        Metascore\n        ', '\n48        \n        Metascore\n        ', '\n65        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', '\n45        \n        Metascore\n        ', '\n45        \n        Metascore\n        ', '\n55        \n        Metascore\n        ', '\n83        \n        Metascore\n        ', '\n61        \n        Metascore\n        ', '\n63        \n        Metascore\n        ', '\n59        \n        Metascore\n        ', '\n64        \n        Metascore\n        ', '\n64        \n        Metascore\n        ', '\n70        \n        Metascore\n        ', '\n67        \n        Metascore\n        ', '\n56        \n        Metascore\n        ', nan, '\n65        \n        Metascore\n        ', '\n84        \n        Metascore\n        ', '\n51        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n42        \n        Metascore\n        ', '\n36        \n        Metascore\n        ', '\n52        \n        Metascore\n        ', '\n49        \n        Metascore\n        ', '\n67        \n        Metascore\n        ', '\n51        \n        Metascore\n        ', nan, '\n71        \n        Metascore\n        ']

title=[]
runtime=[]
year=[]
certificates=[]
genre=[]
gross=[]
rating=[]
metascore=[]

for i in range(1,6):
    url=f'https://www.imdb.com/list/ls050782187/?sort=list_order,asc&st_dt=&mode=detail&page={i}'
    response = rq.get(url)
    soup=BeautifulSoup(response.text)
    for i in a:
        text=i.text
        regex=re.findall('[ [a-zA-Z]+',text) # title
        title.append(regex[0])
    for i in b:
        text=i.text
        regex=re.findall('[0-9]+\smin',text)  # runtime
        runtime.append(regex[0]) 
        
        
    for i in a:
        text=i.text
        regex=re.findall('[0-9]{4}',text)       # year
        if regex:
            year.append(regex[0]) 
        else:
            year.append(np.nan)
        
        
        
    for i in soup.find_all("div",class_="lister-item mode-detail"):
        c=i.find('div',class_="sc-b5e8e7ce-2 AIESV")
        text = i.text
        regex=re.findall('(UA|G|A|U|PG|R|18|PG-13)',text)       # certificates
        if regex:
            certificates.append(regex[0])
        else:
            certificates.append(np.nan)
    for x in soup.find_all("div",class_="lister-item mode-detail"):   # rating
        R=x.find('span',class_="ipl-rating-star__rating")
        if R is None:
            rating.append(np.nan)
        else:
            rating.append(R.text) 
    for y in soup.find_all("div",class_="lister-item mode-detail"):
        e=y.find('div',class_='inline-block ratings-metascore')
        if e is None:
            metascore.append(np.nan)
        else:
            metascore.append(e.text)            # metascore              
   
    for i in d:
        text=i.text
        if genre:
            genre.append(i.text)                # genre
        else:
            genre.append(np.nan) 
            
    for i in soup.find_all("div",class_="lister-item mode-detail"):           # gross
        f=i.find('p',class_='text-muted text-small')
        text=i.text 
        regex=re.findall('[].[0-9]+M',text)
        if regex:
            gross.append(regex[0])
        else:
            gross.append(np.nan) 
            

DATA FRAME

data={'Title':title,'Year':year,'Runtime':runtime,'Certificates':certificates,'Genre':genre,'Gross':gross,'Rating':rating,'Metascore':metascore}

print(len(rating))
print(len(title))
print(len(genre))
print(len(year))
print(len(gross))
print(len(runtime))
print(len(metascore))

500
500
500
500
500
500
500

df=pd.DataFrame(data)
df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148 min	G	NaN	134.97M	9.2	\n100 \n Metascore\n
1	The Silence of the Lambs	1991	124 min	A	\nAction, Adventure, Sci-Fi	130.74M	8.6	\n86 \n Metascore\n
2	Star Wars	1980	117 min	UA	\nCrime, Drama, Thriller	290.48M	8.7	\n82 \n Metascore\n
3	The Shawshank Redemption	1994	143 min	R	\nAdventure, Drama, Romance	28.34M	9.3	\n82 \n Metascore\n
4	The Shining	1980	138 min	A	\nAction, Crime, Sci-Fi	44.02M	8.4	\n66 \n Metascore\n
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116 min	A	\nComedy	90.57M	6.6	\n49 \n Metascore\n
496	Eternal Sunshine of the Spotless Mind	2004	91 min	R	\nAdventure, Comedy, Drama	11.90M	7.2	\n67 \n Metascore\n
497	City Lights	1931	97 min	R	\nDrama, Thriller	20.75M	6.2	\n51 \n Metascore\n
498	The Matrix	1999	105 min	A	\nAction, Comedy, Horror	NaN	7.1	NaN
499	Sin City	2005	99 min	A	\nAdventure, Horror, Thriller	26.02M	7.2	\n71 \n Metascore\n

500 rows × 8 columns

df["Runtime"]=df["Runtime"].str.replace("min"," ")
df["Genre"]=df["Genre"].str.replace("\n"," ")
df["Gross"]=df["Gross"].str.replace("M"," ")
df["Gross"]=df["Gross"].str.replace(" ","0")
df['Metascore']= df['Metascore'].str.replace('\n'," ")
df['Metascore']= df['Metascore'].str.replace('Metascore'," ")
df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	NaN	134.970	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.740	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.480	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.340	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.020	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.570	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.900	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.750	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	NaN	7.1	NaN
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.020	7.2	71

500 rows × 8 columns

df.to_csv('project_IMDB.csv')
pd.read_csv('project_IMDB.csv')

	Unnamed: 0	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	0	The Godfather	1972	148	G	NaN	134.97	9.2	100.0
1	1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86.0
2	2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82.0
3	3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82.0
4	4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66.0
...	...	...	...	...	...	...	...	...	...
495	495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49.0
496	496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67.0
497	497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51.0
498	498	The Matrix	1999	105	A	Action, Comedy, Horror	NaN	7.1	NaN
499	499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71.0

500 rows × 9 columns

DATA CLEANING

df.isna().sum()

Title            0
Year             0
Runtime          0
Certificates     0
Genre            1
Gross           19
Rating           0
Metascore        9
dtype: int64

df['Gross'].fillna(value=df['Gross'].mode()[0],inplace=True)
df["Genre"].fillna(value=df["Genre"].mode()[0],inplace=True)
df["Metascore"].fillna(value=df["Metascore"].mode()[0],inplace=True)
df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.970	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.740	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.480	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.340	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.020	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.570	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.900	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.750	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.050	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.020	7.2	71

500 rows × 8 columns

df.isna().sum()

Title           0
Year            0
Runtime         0
Certificates    0
Genre           0
Gross           0
Rating          0
Metascore       0
dtype: int64

df.duplicated().sum()

0

df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 500 entries, 0 to 499
Data columns (total 8 columns):
 #   Column        Non-Null Count  Dtype 
---  ------        --------------  ----- 
 0   Title         500 non-null    object
 1   Year          500 non-null    object
 2   Runtime       500 non-null    object
 3   Certificates  500 non-null    object
 4   Genre         500 non-null    object
 5   Gross         500 non-null    object
 6   Rating        500 non-null    object
 7   Metascore     500 non-null    object
dtypes: object(8)
memory usage: 31.4+ KB

df["Year"]=df["Year"].astype("int")
df["Runtime"]=df["Runtime"].astype("int")
df["Gross"]=df["Gross"].astype("float")
df["Rating"]=df["Rating"].astype("float")
df["Metascore"]=df["Metascore"].astype("int")

df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 500 entries, 0 to 499
Data columns (total 8 columns):
 #   Column        Non-Null Count  Dtype  
---  ------        --------------  -----  
 0   Title         500 non-null    object 
 1   Year          500 non-null    int32  
 2   Runtime       500 non-null    int32  
 3   Certificates  500 non-null    object 
 4   Genre         500 non-null    object 
 5   Gross         500 non-null    float64
 6   Rating        500 non-null    float64
 7   Metascore     500 non-null    int32  
dtypes: float64(2), int32(3), object(3)
memory usage: 25.5+ KB

df.describe()

	Year	Runtime	Gross	Rating	Metascore
count	500.000000	500.000000	500.000000	500.000000	500.000000
mean	1989.130000	115.970000	83.746140	7.666200	73.736000
std	20.135142	18.741708	106.074075	0.591182	13.587477
min	1931.000000	81.000000	0.000000	5.600000	31.000000
25%	1979.750000	102.500000	12.585000	7.300000	64.000000
50%	1995.000000	113.500000	47.105000	7.700000	74.000000
75%	2003.000000	126.250000	113.467500	8.100000	84.000000
max	2015.000000	187.000000	936.660000	9.300000	100.000000

df.tail()

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

df.head()

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66

df["Rating"].mode()

0    7.6
Name: Rating, dtype: float64

df["Rating"].median()

7.7

df["Rating"].std()

0.5911823349071013

df["Rating"].var()

0.349496553106212

df.shape

(500, 8)

df.size

4000

df["Year"].dtype

dtype('int32')

df.columns

Index(['Title', 'Year', 'Runtime', 'Certificates', 'Genre', 'Gross', 'Rating',
       'Metascore'],
      dtype='object')

DATA MANIPULATION

# Groupby values
df.groupby(by="Certificates")[["Year","Rating"]].median()

	Year	Rating
Certificates
18	2001.0	7.6
A	1995.0	7.6
G	1990.5	7.7
PG	1966.0	7.6
R	1995.0	7.6
U	1994.5	7.9
UA	1995.0	7.7

df.groupby(by="Certificates")[["Year","Rating"]].agg([np.mean,np.median,np.std,np.var])

	Year				Rating
	mean	median	std	var	mean	median	std	var
Certificates
18	1992.947368	2001.0	22.018865	484.830409	7.568421	7.6	0.593532	0.352281
A	1989.275510	1995.0	19.509251	380.610884	7.633163	7.6	0.606014	0.367254
G	1982.176471	1990.5	23.235906	539.907308	7.791176	7.7	0.652440	0.425677
PG	1972.200000	1966.0	30.301815	918.200000	7.540000	7.6	0.328634	0.108000
R	1990.284404	1995.0	19.498856	380.205403	7.613761	7.6	0.612897	0.375642
U	1988.903226	1994.5	19.758965	390.416711	7.843548	7.9	0.447075	0.199876
UA	1990.573333	1995.0	19.908692	396.356036	7.658667	7.7	0.592086	0.350566

df.groupby(by="Certificates")[["Year","Rating"]].agg(["sum","mad","first","last"])

	Year				Rating
	sum	mad	first	last	sum	mad	first	last
Certificates
18	37866	18.282548	1959	2006	143.8	0.447091	8.2	6.5
A	389898	15.398063	1991	2005	1496.1	0.477718	8.6	7.2
G	67394	19.910035	1972	2014	264.9	0.530796	9.2	7.4
PG	9861	25.040000	1944	1966	37.7	0.232000	7.8	7.5
R	216941	15.086777	1994	1931	829.9	0.450518	9.3	6.2
U	123312	15.766909	1942	2002	486.3	0.347190	8.5	7.1
UA	149293	14.866133	1980	2015	574.4	0.461369	8.7	7.1

#sort_values
df.sort_values(by="Year")

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
97	City Lights	1931	97	G	Drama, Thriller	0.02	8.5	99
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
397	City Lights	1931	97	A	Drama, Thriller	309.42	7.1	50
297	City Lights	1931	97	UA	Drama, Thriller	7.22	7.9	86
197	City Lights	1931	97	R	Drama, Thriller	9.02	7.4	66
...	...	...	...	...	...	...	...	...
179	Star Wars	2015	90	18	Drama, Horror, Mystery	81.30	7.4	76
181	Mad Max	2015	120	18	Action, Adventure, Thriller	15.54	7.2	77
79	Star Wars	2015	90	A	Drama, Horror, Mystery	936.66	7.8	80
379	Star Wars	2015	90	A	Drama, Horror, Mystery	2.62	7.8	88
81	Mad Max	2015	120	R	Action, Adventure, Thriller	154.06	8.1	90

500 rows × 8 columns

df.sort_values(by="Certificates")

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
56	No Country for Old Men	2007	134	18	Action, Biography, Crime	74.28	8.2	92
417	Some Like It Hot	1959	132	18	Action, Adventure, Crime	63.45	6.0	66
188	District	2009	104	18	Drama, Romance	40.22	8.2	93
187	A Beautiful Mind	2001	101	18	Crime, Horror, Mystery	20.42	7.2	61
186	The Departed	2006	101	18	Horror, Thriller	121.66	7.9	68
...	...	...	...	...	...	...	...	...
427	Taxi Driver	1976	104	UA	Comedy, Crime	30.33	8.2	55
159	Ratatouille	2007	112	UA	Action, Crime, Thriller	138.53	8.1	92
425	Die Hard	1988	103	UA	Horror, Mystery, Thriller	54.01	6.8	52
434	Back to the Future	1985	122	UA	Action, Adventure, Fantasy	59.62	6.8	72
441	Singin	1952	100	UA	Comedy	277.32	7.7	73

500 rows × 8 columns

#PIVOT TABLE
df.pivot_table(values=["Year","Runtime"],index="Genre",columns="Certificates")

	Runtime							Year
Certificates	18	A	G	PG	R	U	UA	18	A	G	PG	R	U	UA
Genre
Action, Adventure, Comedy	93.0	107.800000	NaN	NaN	117.666667	NaN	130.000000	1995.0	1999.400000	NaN	NaN	2002.333333	NaN	2006.000000
Action, Adventure, Crime	132.0	NaN	NaN	NaN	NaN	NaN	NaN	1959.0	NaN	NaN	NaN	NaN	NaN	NaN
Action, Adventure, Drama	NaN	187.000000	NaN	NaN	NaN	187.000000	187.000000	NaN	1974.000000	NaN	NaN	NaN	1974.000000	1974.000000
Action, Adventure, Fantasy	NaN	133.250000	NaN	NaN	129.500000	122.000000	129.500000	NaN	1997.750000	NaN	NaN	1993.500000	1985.000000	1993.500000
Action, Adventure, Mystery	NaN	128.000000	128.000000	NaN	NaN	NaN	NaN	NaN	1999.000000	1999.000000	NaN	NaN	NaN	NaN
Action, Adventure, Sci-Fi	NaN	129.000000	118.200000	NaN	122.600000	120.500000	117.333333	NaN	1971.500000	1980.800000	NaN	1963.600000	1974.750000	1990.666667
Action, Adventure, Thriller	120.0	124.933333	135.500000	NaN	123.333333	122.142857	123.222222	2015.0	1998.000000	1982.500000	NaN	2001.888889	2002.142857	2000.333333
Action, Biography, Crime	134.0	134.000000	134.000000	NaN	NaN	NaN	134.000000	2007.0	2007.000000	2007.000000	NaN	NaN	NaN	2007.000000
Action, Comedy, Crime	NaN	105.000000	NaN	NaN	105.000000	105.000000	NaN	NaN	1998.000000	NaN	NaN	1998.000000	1998.000000	NaN
Action, Comedy, Horror	NaN	98.200000	NaN	NaN	99.333333	88.000000	NaN	NaN	1990.200000	NaN	NaN	1991.666667	1977.000000	NaN
Action, Crime, Drama	NaN	128.000000	146.000000	114.0	124.000000	114.000000	135.000000	NaN	1981.000000	1999.000000	1944.0	2000.000000	1944.000000	1999.500000
Action, Crime, Sci-Fi	NaN	138.000000	NaN	NaN	126.000000	126.000000	132.000000	NaN	1980.000000	NaN	NaN	2003.000000	2003.000000	1991.500000
Action, Crime, Thriller	114.0	106.666667	105.333333	NaN	113.000000	92.000000	112.000000	2000.0	1999.000000	2003.666667	NaN	2003.500000	1997.000000	2007.000000
Action, Drama	NaN	117.000000	NaN	NaN	117.000000	NaN	117.000000	NaN	1999.000000	NaN	NaN	1999.000000	NaN	1999.000000
Action, Drama, Horror	NaN	101.000000	NaN	NaN	NaN	101.000000	101.000000	NaN	2012.000000	NaN	NaN	NaN	2012.000000	2012.000000
Action, Mystery, Thriller	NaN	104.500000	115.000000	NaN	97.000000	106.000000	107.800000	NaN	1986.833333	1986.000000	NaN	1975.000000	1980.500000	1987.400000
Action, Thriller	124.0	118.000000	NaN	NaN	115.000000	106.000000	100.000000	2009.0	1996.714286	NaN	NaN	1996.000000	1967.800000	1949.000000
Adventure, Comedy, Drama	NaN	91.000000	NaN	NaN	91.000000	91.000000	91.000000	NaN	2004.000000	NaN	NaN	2004.000000	2004.000000	2004.000000
Adventure, Drama, Romance	NaN	143.000000	NaN	NaN	143.000000	143.000000	NaN	NaN	1994.000000	NaN	NaN	1994.000000	1994.000000	NaN
Adventure, Horror, Thriller	NaN	99.000000	NaN	NaN	NaN	NaN	NaN	NaN	2005.000000	NaN	NaN	NaN	NaN	NaN
Adventure, Mystery, Sci-Fi	124.0	124.000000	NaN	NaN	NaN	124.000000	NaN	1989.0	1989.000000	NaN	NaN	NaN	1989.000000	NaN
Biography, Drama	NaN	127.333333	NaN	NaN	127.333333	120.000000	123.666667	NaN	2003.333333	NaN	NaN	2003.333333	1994.000000	1998.666667
Biography, Drama, Romance	NaN	NaN	NaN	NaN	133.000000	133.000000	133.000000	NaN	NaN	NaN	NaN	2012.000000	2012.000000	2012.000000
Comedy	NaN	109.600000	NaN	NaN	100.000000	116.000000	100.000000	NaN	1961.000000	NaN	NaN	1952.000000	1967.000000	1952.000000
Comedy, Crime	NaN	104.000000	NaN	NaN	104.000000	104.000000	104.000000	NaN	1976.000000	NaN	NaN	1976.000000	1976.000000	1976.000000
Comedy, Drama	NaN	104.000000	NaN	NaN	104.000000	NaN	NaN	NaN	1958.000000	NaN	NaN	1958.000000	NaN	NaN
Comedy, Drama, Romance	NaN	98.000000	NaN	NaN	103.166667	100.000000	98.666667	NaN	1998.400000	NaN	NaN	1994.166667	2006.000000	1989.000000
Comedy, Family	103.0	103.000000	NaN	NaN	103.000000	NaN	103.000000	2013.0	2013.000000	NaN	NaN	2013.000000	NaN	2013.000000
Comedy, Musical, Romance	NaN	108.000000	NaN	NaN	108.000000	NaN	108.000000	NaN	2003.000000	NaN	NaN	2003.000000	NaN	2003.000000
Crime, Drama	NaN	129.500000	134.000000	NaN	117.400000	118.000000	125.000000	NaN	1969.750000	1957.000000	NaN	1982.400000	1989.500000	1988.000000
Crime, Drama, Mystery	NaN	93.000000	93.000000	NaN	93.000000	NaN	NaN	NaN	2001.000000	2001.000000	NaN	2001.000000	NaN	NaN
Crime, Drama, Thriller	NaN	112.333333	113.333333	NaN	106.888889	111.500000	101.000000	NaN	1976.000000	1986.666667	NaN	1998.000000	1990.000000	2000.000000
Crime, Horror, Mystery	101.0	101.000000	NaN	NaN	101.000000	101.000000	NaN	2001.0	2001.000000	NaN	NaN	2001.000000	2001.000000	NaN
Crime, Thriller	NaN	81.000000	NaN	NaN	81.000000	81.000000	81.000000	NaN	1979.000000	NaN	NaN	1979.000000	1979.000000	1979.000000
Drama	155.0	120.000000	105.000000	NaN	135.000000	110.000000	125.000000	1993.0	1993.750000	1994.000000	NaN	1993.500000	1994.000000	1993.666667
Drama, History, Thriller	NaN	121.000000	167.000000	NaN	167.000000	121.000000	144.000000	NaN	1995.000000	2000.000000	NaN	2000.000000	1995.000000	1997.500000
Drama, Horror, Musical	NaN	116.000000	NaN	NaN	116.000000	116.000000	NaN	NaN	1981.000000	NaN	NaN	1981.000000	1981.000000	NaN
Drama, Horror, Mystery	90.0	110.000000	NaN	100.0	120.000000	100.000000	90.000000	2015.0	1997.000000	NaN	2010.0	1989.333333	2010.000000	2015.000000
Drama, Mystery, Thriller	NaN	127.000000	NaN	NaN	127.000000	127.000000	127.000000	NaN	1974.400000	NaN	NaN	1996.000000	1942.000000	1969.000000
Drama, Romance	104.0	123.600000	131.000000	110.0	114.400000	NaN	NaN	2009.0	1988.900000	1967.333333	1966.0	1969.800000	NaN	NaN
Drama, Sport	NaN	162.000000	NaN	NaN	162.000000	NaN	162.000000	NaN	2002.000000	NaN	NaN	2002.000000	NaN	2002.000000
Drama, Thriller	110.0	107.916667	97.000000	NaN	109.416667	110.000000	106.666667	2013.0	1987.416667	1931.000000	NaN	1980.666667	2013.000000	1973.666667
Horror	NaN	91.000000	91.000000	91.0	NaN	NaN	NaN	NaN	1997.000000	1997.000000	1997.0	NaN	NaN	NaN
Horror, Mystery	NaN	107.666667	NaN	NaN	101.000000	101.000000	111.000000	NaN	1959.000000	NaN	NaN	1995.000000	1995.000000	1941.000000
Horror, Mystery, Thriller	NaN	103.615385	108.333333	NaN	103.000000	102.500000	104.750000	NaN	1995.769231	1981.666667	NaN	1971.666667	2002.000000	1967.750000
Horror, Thriller	101.0	98.600000	NaN	NaN	101.000000	101.000000	98.000000	2006.0	1997.200000	NaN	NaN	2006.000000	2006.000000	1995.000000

#CROSS TABLE
pd.crosstab(df["Year"],df["Certificates"])

Certificates	18	A	G	PG	R	U	UA
Year
1931	0	1	1	0	2	0	1
1936	0	2	1	0	2	0	0
1939	0	1	1	0	1	0	2
1941	0	4	0	0	0	0	1
1942	0	2	0	0	0	2	1
1944	0	2	0	2	0	1	0
1949	0	1	0	0	0	3	1
1952	0	2	0	0	1	0	2
1954	0	1	2	0	2	0	0
1957	0	5	4	0	1	0	0
1958	0	3	0	0	2	0	0
1959	5	2	0	0	1	2	0
1966	0	2	0	1	2	0	0
1967	0	3	0	0	0	2	0
1972	0	3	3	0	2	1	1
1974	0	3	1	0	1	2	3
1975	0	2	0	0	1	1	1
1976	0	2	0	0	1	1	1
1977	0	2	0	0	1	2	0
1979	0	4	0	0	4	1	1
1980	0	4	1	0	2	0	3
1981	0	2	0	0	2	1	0
1982	0	5	0	0	4	0	1
1983	0	2	0	0	3	0	0
1985	0	1	0	0	1	2	1
1986	0	1	1	0	0	1	2
1987	0	2	0	0	1	0	2
1988	0	2	0	0	5	1	2
1989	1	3	0	0	0	1	0
1990	0	0	2	0	1	1	1
1991	0	4	1	0	1	2	2
1993	1	1	0	0	6	0	2
1994	0	11	2	0	4	4	4
1995	1	15	0	0	2	3	4
1996	0	5	0	0	2	2	1
1997	0	7	3	1	1	3	0
1998	0	2	0	0	2	1	0
1999	0	14	2	0	3	1	5
2000	1	4	1	0	6	0	3
2001	1	9	2	0	3	3	2
2002	0	6	0	0	3	2	4
2003	0	9	0	0	5	2	4
2004	0	2	0	0	1	1	1
2005	0	8	1	0	0	0	1
2006	2	6	1	0	7	3	1
2007	1	2	3	0	2	0	2
2008	0	4	0	0	4	0	2
2009	2	7	0	0	1	0	0
2010	0	0	0	1	4	3	2
2012	0	3	0	0	4	4	4
2013	2	3	0	0	2	1	2
2014	0	1	1	0	0	2	1
2015	2	4	0	0	3	0	1

pd.crosstab(df["Title"],df["Rating"])

Rating	5.6	5.8	5.9	6.0	6.2	6.4	6.5	6.6	6.7	6.8	...	8.3	8.4	8.5	8.6	8.7	8.8	8.9	9.0	9.2	9.3
Title
A Space Odyssey	0	0	0	0	0	0	0	0	0	0	...	1	0	0	0	0	0	0	0	0	0
Angry Men	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	1	0	0
Years a Slave	0	0	0	0	0	0	0	0	1	0	...	0	0	0	0	0	0	0	0	0	0
A Beautiful Mind	0	0	0	0	0	0	0	0	0	1	...	0	0	0	0	0	0	0	0	0	0
Alien	0	0	0	0	0	0	0	0	0	0	...	0	0	1	0	0	0	0	0	0	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
To Have and Have Not	0	0	0	0	0	0	1	0	0	1	...	1	0	0	0	0	0	0	0	0	0
Trainspotting	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0
Twelve Monkeys	0	0	0	0	0	0	0	0	0	0	...	0	0	0	0	0	0	0	0	0	0
V for Vendetta	0	0	0	0	0	0	0	0	0	1	...	0	0	0	0	0	0	0	0	0	0
Vertigo	0	0	0	0	0	0	0	1	0	0	...	1	0	0	0	0	0	0	0	0	0

94 rows × 34 columns

#SICING INDEXING
df.iloc[:,0:5]

	Title	Year	Runtime	Certificates	Genre
0	The Godfather	1972	148	G	Action, Adventure, Thriller
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi
2	Star Wars	1980	117	UA	Crime, Drama, Thriller
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance
4	The Shining	1980	138	A	Action, Crime, Sci-Fi
...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama
497	City Lights	1931	97	R	Drama, Thriller
498	The Matrix	1999	105	A	Action, Comedy, Horror
499	Sin City	2005	99	A	Adventure, Horror, Thriller

500 rows × 5 columns

df.iloc[1:5:,0:5]

	Title	Year	Runtime	Certificates	Genre
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi
2	Star Wars	1980	117	UA	Crime, Drama, Thriller
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance
4	The Shining	1980	138	A	Action, Crime, Sci-Fi

df.iloc[1:5,0:6].median()

C:\Users\Dell\AppData\Local\Temp\ipykernel_5736\3297057569.py:1: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.
  df.iloc[1:5,0:6].median()

Year       1985.50
Runtime     131.00
Gross        87.38
dtype: float64

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

DATA VISUALIZATION

df["Year"].value_counts()

1995    25
1994    25
1999    25
2006    20
2003    20
2001    20
2012    15
1997    15
2000    15
2002    15
2005    10
1982    10
1996    10
1991    10
1988    10
2015    10
1957    10
1972    10
1974    10
2013    10
1980    10
2009    10
2008    10
1959    10
2007    10
1993    10
2010    10
1979    10
1958     5
2014     5
1949     5
1944     5
1989     5
1967     5
2004     5
1987     5
1985     5
1936     5
1966     5
1998     5
1952     5
1990     5
1941     5
1954     5
1976     5
1939     5
1983     5
1986     5
1977     5
1981     5
1975     5
1942     5
1931     5
Name: Year, dtype: int64

k=df["Year"].value_counts()

k.head(10).plot.bar(color="pink")
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.legend()

<matplotlib.legend.Legend at 0x29fb6b98790>

sns.countplot(x="Year",data=df,color="pink")
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.legend()
plt.show()

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

k.head(10).plot.pie(autopct='%.0f%%')
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.show()

k.plot.line()
plt.title("IMDB")
plt.xlabel("Years")
plt.ylabel("Range")
plt.legend()
plt.show()

m=df["Metascore"].value_counts()
m

84    27
73    17
72    17
86    16
76    15
      ..
39     1
44     1
48     1
42     1
36     1
Name: Metascore, Length: 63, dtype: int64

m.head(20).plot.bar()
plt.title("METASCORE")
plt.xlabel("Score")
plt.ylabel("Range")
plt.show()

m.head(20).plot.pie(autopct="%.0f%%")
plt.title("METASCORE")
plt.xlabel("Score")
plt.ylabel("Range")
plt.show()

r=df["Rating"].value_counts()

r.head(20).plot.bar()
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.show()

r.head(20).plot.line()
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.show()

r.head(20).plot.pie(autopct='%.0f%%')
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.show()

df["Rating"].hist()
plt.title("IMDB RATING")
plt.xlabel("Rating")
plt.ylabel("Range")
plt.legend()
plt.show()

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

sns.distplot(m)

C:\Users\Dell\anaconda3\lib\site-packages\seaborn\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).
  warnings.warn(msg, FutureWarning)

<AxesSubplot:xlabel='Metascore', ylabel='Density'>

df["Year"].plot.density(color="pink")

<AxesSubplot:ylabel='Density'>

df["Runtime"].plot.density(color="pink")

<AxesSubplot:ylabel='Density'>

df["Gross"].plot.density(color="pink")

<AxesSubplot:ylabel='Density'>

df["Rating"].plot.density(color="pink")

<AxesSubplot:ylabel='Density'>

df["Metascore"].plot.density(color="pink")
plt.title("IMDB METASCORE")
plt.show()

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

df["Rating"].plot.density()

<AxesSubplot:ylabel='Density'>

t=df["Title"].value_counts()
t

Star Wars                20
The Lord of the Rings    15
L                        10
The Godfather             5
To Have and Have Not      5
                         ..
Citizen Kane              5
Back to the Future        5
Rear Window               5
North by Northwest        5
Sin City                  5
Name: Title, Length: 94, dtype: int64

t.head(10).plot.bar()

<AxesSubplot:>

t.head(10).plot.pie(autopct="%.0f%%")

<AxesSubplot:ylabel='Title'>

top_gross=df.nlargest(5,"Gross")
plt.bar(top_gross["Title"],top_gross["Gross"],color=["Red","Yellow","Green","Pink","Orange"])
plt.title("IMDB")
plt.xlabel("Titles")
plt.ylabel("Gross")
plt.legend()
plt.show()

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

top_rating=df.nlargest(5,"Rating")
plt.bar(top_rating["Title"],top_rating["Rating"],color=["Red","Yellow","Green","Pink","Orange"])
plt.title("IMDB")
plt.xlabel("Titles")
plt.ylabel("Rating")
plt.legend()
plt.show()

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

top_metascore=df.nlargest(5,"Metascore")
plt.bar(top_metascore["Title"],top_metascore["Metascore"],color=["Red","Yellow","Green","Pink","Orange"])
plt.title("IMDB")
plt.xlabel("Titles")
plt.ylabel("Rating")
plt.legend()
plt.show()

No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

HISTOGRAM

sns.histplot(df["Year"])

<AxesSubplot:xlabel='Year', ylabel='Count'>

sns.histplot(df["Runtime"])

<AxesSubplot:xlabel='Runtime', ylabel='Count'>

df["Title"].head(10).hist()

<AxesSubplot:>

sns.histplot(x="Title",data=data,kde=True)
plt.show()

sns.histplot(x="Certificates",data=data,kde=True)
plt.show()

SCATTER PLOT

plt.scatter(df["Metascore"],df["Year"],color="Green")
plt.show()

plt.scatter(df["Metascore"][10:26],df["Title"][10:26],color="Green")
plt.show()

sns.countplot(x="Title",data=df)
plt.show()

sns.countplot(x="Certificates",data=df)
plt.show()

sns.kdeplot(df["Year"],shade=True)
plt.show()

sns.kdeplot(df["Rating"],shade=True)
plt.show()

sns.kdeplot(df["Runtime"],shade=True)
plt.show()

sns.kdeplot(df["Gross"],shade=True)
plt.show()

sns.kdeplot(df["Metascore"],shade=True)
plt.show()

df[["Metascore","Rating"]].corr()

	Metascore	Rating
Metascore	1.000000	0.516412
Rating	0.516412	1.000000

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

BOXPLOT

sns.boxplot(x=df["Year"])

<AxesSubplot:xlabel='Year'>

Q1 = df['Year'].quantile(0.25)
Q3 = df['Year'].quantile(0.75)
print(Q1)
print(Q3)
Year_IQR = Q3 - Q1
print(Year_IQR)
Year_lower_bound = Q1 - 0.5 * Year_IQR
Year_upper_bound = Q3 + 0.5 * Year_IQR

print(Year_lower_bound)
print(Year_upper_bound)

clean_df = df[(df['Year'] > Year_lower_bound) & (df['Year'] < Year_upper_bound)]
print(df['Year'])

1979.75
2003.0
23.25
1968.125
2014.625
0      1972
1      1991
2      1980
3      1994
4      1980
       ... 
495    1967
496    2004
497    1931
498    1999
499    2005
Name: Year, Length: 500, dtype: int32

clean_df["Year"].plot(kind="box")

<AxesSubplot:>

sns.boxplot(x=df["Runtime"])

<AxesSubplot:xlabel='Runtime'>

Q1 = df["Runtime"].quantile(0.25)
Q3 = df['Year'].quantile(0.75)
print(Q1)
print(Q3)
Runtime_IQR = Q3 - Q1
print(Runtime_IQR)
Runtime_lower_bound = Q1 - 0.5 * Runtime_IQR
Runtime_upper_bound = Q3 + 0.5 * Runtime_IQR

print(Runtime_lower_bound)
print(Runtime_upper_bound)

clean_df = df[(df['Runtime'] > Year_lower_bound) & (df['Runtime'] < Year_upper_bound)]
print(df['Runtime'])

102.5
2003.0
1900.5
-847.75
2953.25
0      148
1      124
2      117
3      143
4      138
      ... 
495    116
496     91
497     97
498    105
499     99
Name: Runtime, Length: 500, dtype: int32

sns.boxplot(x=df["Metascore"])

<AxesSubplot:xlabel='Metascore'>

Q1 = df["Metascore"].quantile(0.25)
Q3 = df['Metascore'].quantile(0.75)
print(Q1)
print(Q3)
Metascore_IQR = Q3 - Q1
print(Metascore_IQR)
Metascore_lower_bound = Q1 - 0.5 * Metascore_IQR
Metascore_upper_bound = Q3 + 0.5 * Metascore_IQR

print(Metascore_lower_bound)
print(Metascore_upper_bound)

clean_df = df[(df['Metascore'] > Metascore_lower_bound) & (df['Metascore'] < Metascore_upper_bound)]
print(df['Metascore'])

64.0
84.0
20.0
54.0
94.0
0      100
1       86
2       82
3       82
4       66
      ... 
495     49
496     67
497     51
498     84
499     71
Name: Metascore, Length: 500, dtype: int32

clean_df["Metascore"].plot(kind="box")

<AxesSubplot:>

sns.boxplot(x=df["Gross"])
plt.show()

Q1 = df["Gross"].quantile(0.25)
Q3 = df['Gross'].quantile(0.75)
print(Q1)
print(Q3)
Gross_IQR = Q3 - Q1
print(Gross_IQR)
Gross_lower_bound = Q1 - 0.5 * Gross_IQR
Gross_upper_bound = Q3 + 0.5 * Gross_IQR

print(Gross_lower_bound)
print(Gross_upper_bound)

clean_df = df[(df['Gross'] > Gross_lower_bound) & (df['Gross'] < Gross_upper_bound)]
print(df['Gross'])

12.584999999999999
113.4675
100.88250000000001
-37.85625
163.90875
0      134.97
1      130.74
2      290.48
3       28.34
4       44.02
        ...  
495     90.57
496     11.90
497     20.75
498      0.05
499     26.02
Name: Gross, Length: 500, dtype: float64

clean_df["Gross"].plot(kind="box")

<AxesSubplot:>

sns.boxplot(x=df["Rating"])
plt.show()

Q1 = df["Rating"].quantile(0.25)
Q3 = df['Rating'].quantile(0.75)
print(Q1)
print(Q3)
Rating_IQR = Q3 - Q1
print(Rating_IQR)
Rating_lower_bound = Q1 - 0.25 * Rating_IQR
Rating_upper_bound = Q3 + 0.25 * Rating_IQR

print(Rating_lower_bound)
print(Rating_upper_bound)

clean_df = df[(df['Rating'] > Rating_lower_bound) & (df['Rating'] < Rating_upper_bound)]
print(df["Rating"])

7.3
8.1
0.7999999999999998
7.1
8.299999999999999
0      9.2
1      8.6
2      8.7
3      9.3
4      8.4
      ... 
495    6.6
496    7.2
497    6.2
498    7.1
499    7.2
Name: Rating, Length: 500, dtype: float64

clean_df["Rating"].plot(kind="box")

<AxesSubplot:>

HEAT MAPS

sns.heatmap(df[["Rating","Year"]].head(10),annot=True,cmap="Greens")

<AxesSubplot:>

df[["Rating","Year"]].corr()

	Rating	Year
Rating	1.00000	-0.01522
Year	-0.01522	1.00000

sns.heatmap(df[["Runtime","Year"]].head(10),annot=True,cmap="Blues")

<AxesSubplot:>

df[["Runtime","Year"]].corr()

	Runtime	Year
Runtime	1.00000	-0.03241
Year	-0.03241	1.00000

sns.heatmap(df.corr(),annot=True)
plt.show()

df.corr()

	Year	Runtime	Gross	Rating	Metascore
Year	1.000000	-0.032410	0.104666	-0.015220	-0.031350
Runtime	-0.032410	1.000000	0.035900	0.093979	0.039340
Gross	0.104666	0.035900	1.000000	0.166455	0.019365
Rating	-0.015220	0.093979	0.166455	1.000000	0.516412
Metascore	-0.031350	0.039340	0.019365	0.516412	1.000000

PAIR PLOT

sns.pairplot(df)
plt.show()

sns.violinplot(data=df,x="Runtime"[0:10],y="Year"[0:10])
plt.show()

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

PROFILING REPORT

import ydata_profiling 

from ydata_profiling import ProfileReport

profile=ProfileReport(df,title="profiling Report")

profile.to_html()

Summarize dataset:   0%|          | 0/5 [00:00<?, ?it/s]

Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]

Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]

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class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>profiling Report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a href=#overview>Overview</a></li><li><a href=#variables-dropdown>Variables</a></li><li><a href=#interactions>Interactions</a></li><li><a href=#correlations_tab>Correlations</a></li><li><a href=#missing>Missing values</a></li><li><a href=#sample>Sample</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>3</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td>8</td></tr><tr><th>Number of observations</th><td>500</td></tr><tr><th>Missing cells</th><td>0</td></tr><tr><th>Missing cells (%)</th><td>0.0%</td></tr><tr><th>Duplicate rows</th><td>0</td></tr><tr><th>Duplicate rows (%)</th><td>0.0%</td></tr><tr><th>Total size in memory</th><td>25.5 KiB</td></tr><tr><th>Average record size in memory</th><td>52.3 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Text</th><td>1</td></tr><tr><th>Numeric</th><td>5</td></tr><tr><th>Categorical</th><td>2</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><div class=col-sm-12><table class="table table-condensed list-warnings"><p class=h4>Alerts</p><tr style=border-top:0><td><a href=#pp_var_5487136618864816151><code>Year</code></a> is highly overall correlated with <code>Genre</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_479514411626304703><code>Runtime</code></a> is highly overall correlated with <code>Genre</code></td><td><span class="label label-default">High correlation</span></td></tr><tr><td><a href=#pp_var_-913468747585567534><code>Genre</code></a> is highly overall correlated with <code>Year</code> and <abbr title="Year, Runtime">1 other fields</abbr></td><td><span class="label label-default">High correlation</span></td></tr></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-reproduction><div class=col-sm-12><p class=h4>Reproduction</p><table class="table table-condensed stats"><tbody><tr><th>Analysis started</th><td>2023-06-19 06:21:56.279388</td></tr><tr><th>Analysis finished</th><td>2023-06-19 06:22:06.333272</td></tr><tr><th>Duration</th><td>10.05 seconds</td></tr><tr><th>Software version</th><td><a href=https://github.com/ydataai/ydata-profiling>ydata-profiling vv4.2.0</a></td></tr><tr><th>Download configuration</th><td><a download=config.json 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22assets_prefix%22%3A%20null%2C%20%22assets_path%22%3A%20null%2C%20%22full_width%22%3A%20false%7D%2C%20%22notebook%22%3A%20%7B%22iframe%22%3A%20%7B%22height%22%3A%20%22800px%22%2C%20%22width%22%3A%20%22100%25%22%2C%20%22attribute%22%3A%20%22srcdoc%22%7D%7D%7D">config.json</a></td></tr></tbody></table></div></div></div></div></div><div class="row header"><a class=anchor-pos id=variables-dropdown></a><h1 class=page-header>Variables</h1></div><div class=section-items><div class="row spacing"><select name=Variables id=variables-dropdown class=dropdown-toggle><option value>Select Columns</option><option value=Title>Title</option><option value=Year>Year</option><option value=Runtime>Runtime</option><option value=Certificates>Certificates</option><option value=Genre>Genre</option><option value=Gross>Gross</option><option value=Rating>Rating</option><option value=Metascore>Metascore</option></select></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_822950417578657017></a><div class=variable><div class=col-sm-12><p class=h4 title=Title><a href=#pp_var_822950417578657017>Title</a><br><small>Text</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>94</td></tr><tr><th>Distinct (%)</th><td>18.8%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-6><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=432pt height=288pt viewbox="0 0 432 288" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# xmlns:rdf=http://www.w3.org/1999/02/22-rdf-syntax-ns#><cc:work><dc:type rdf:resource=http://purl.org/dc/dcmitype/StillImage /><dc:date>2023-06-19T11:52:07.441554</dc:date><dc:format>image/svg+xml</dc:format><dc:creator><cc:agent><dc:title>Matplotlib v3.5.2, 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" id=image9347c8a16a x=55.08 y=-34.56 width=332.64 height=221.76 transform="scale(1 -1)translate(0 -221.76)"/></g></g></g><defs><clippath id=p18037dc62c><rect x=55.08 y=34.56 width=332.64 height=221.76 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-822950417578657017, #minifreqtable822950417578657017" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-822950417578657017 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#822950417578657017bottom-822950417578657017overview aria-controls=822950417578657017bottom-822950417578657017overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#822950417578657017bottom-822950417578657017word aria-controls=822950417578657017bottom-822950417578657017word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#822950417578657017bottom-822950417578657017characters aria-controls=822950417578657017bottom-822950417578657017characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=822950417578657017bottom-822950417578657017overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>37</td></tr><tr><th>Median length</th><td>21.5</td></tr><tr><th>Mean length</th><td>13.25</td></tr><tr><th>Min length</th><td>1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>6625</td></tr><tr><th>Distinct characters</th><td>50</td></tr><tr><th>Distinct categories</th><td>3 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>2 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>The Godfather</td></tr><tr><th>2nd row</th><td>The Silence of the Lambs</td></tr><tr><th>3rd row</th><td>Star Wars</td></tr><tr><th>4th row</th><td>The Shawshank Redemption</td></tr><tr><th>5th row</th><td>The Shining</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017bottom-822950417578657017word><div class=col-sm-6><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=the> the </td><td>175</td><td><div class=bar style=width:19.6%> &nbsp; </div> 14.1% </td></tr><tr class><td title=of> of </td><td>45</td><td><div class=bar style=width:5.0%> &nbsp; </div> 3.6% </td></tr><tr class><td title=star> star </td><td>20</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.6% </td></tr><tr class><td title=a> a </td><td>20</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.6% </td></tr><tr class><td title=wars> wars </td><td>20</td><td><div class=bar style=width:2.2%> &nbsp; </div> 1.6% </td></tr><tr class><td title=for> for </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=men> men </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=rings> rings </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=lord> lord </td><td>15</td><td><div class=bar style=width:1.7%> &nbsp; </div> 1.2% </td></tr><tr class><td title=king> king </td><td>10</td><td><div class=bar style=width:1.1%> &nbsp; </div> 0.8% </td></tr><tr class=other><td title="Other values (165)"> Other values (165) </td><td>895</td><td><div class=bar style=width:100.0%> 71.9% </div></td></tr></tbody></table></div><div class=col-sm-6><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=432pt height=288pt viewbox="0 0 432 288" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# xmlns:rdf=http://www.w3.org/1999/02/22-rdf-syntax-ns#><cc:work><dc:type rdf:resource=http://purl.org/dc/dcmitype/StillImage /><dc:date>2023-06-19T11:52:09.014462</dc:date><dc:format>image/svg+xml</dc:format><dc:creator><cc:agent><dc:title>Matplotlib v3.5.2, 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" id=imagea4ca34b9df x=55.08 y=-34.56 width=332.64 height=221.76 transform="scale(1 -1)translate(0 -221.76)"/></g></g></g><defs><clippath id=pbfedbb3db9><rect x=55.08 y=34.56 width=332.64 height=221.76 /></clippath></defs></svg></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017bottom-822950417578657017characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#822950417578657017unicode-822950417578657017characters aria-controls=822950417578657017unicode-822950417578657017characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#822950417578657017unicode-822950417578657017categories aria-controls=822950417578657017unicode-822950417578657017categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#822950417578657017unicode-822950417578657017scripts aria-controls=822950417578657017unicode-822950417578657017scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#822950417578657017unicode-822950417578657017blocks aria-controls=822950417578657017unicode-822950417578657017blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=822950417578657017unicode-822950417578657017characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:34.1%> &nbsp; </div> 11.7% </td></tr><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:28.9%> &nbsp; </div> 9.9% </td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.7% </td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:19.2%> &nbsp; </div> 6.6% </td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:15.2%> &nbsp; </div> 5.2% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:15.0%> &nbsp; </div> 5.1% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:12.6%> &nbsp; </div> 4.3% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:11.7%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (40)"> Other values (40) </td><td>2270</td><td><div class=bar style=width:100.0%> 34.3% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017unicode-822950417578657017categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Lowercase Letter"> Lowercase Letter </td><td>4790</td><td><div class=bar style=width:100.0%> 72.3% </div></td></tr><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>1060</td><td><div class=bar style=width:22.1%> &nbsp; </div> 16.0% </td></tr><tr class><td title="Space Separator"> Space Separator </td><td>775</td><td><div class=bar style=width:16.2%> &nbsp; </div> 11.7% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Lowercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:64.9%> 13.7% </div></td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:44.1%> 9.3% </div></td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:43.1%> 9.1% </div></td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:40.1%> 8.5% </div></td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:40.1%> 8.5% </div></td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:34.2%> &nbsp; </div> 7.2% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:33.7%> &nbsp; </div> 7.1% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:28.2%> &nbsp; </div> 5.9% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:26.2%> &nbsp; </div> 5.5% </td></tr><tr class><td title=l> l </td><td>200</td><td><div class=bar style=width:19.8%> &nbsp; </div> 4.2% </td></tr><tr class=other><td title="Other values (16)"> Other values (16) </td><td>1010</td><td><div class=bar style=width:100.0%> 21.1% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=T> T </td><td>165</td><td><div class=bar style=width:53.2%> 15.6% </div></td></tr><tr class><td title=S> S </td><td>95</td><td><div class=bar style=width:30.6%> &nbsp; </div> 9.0% </td></tr><tr class><td title=L> L </td><td>85</td><td><div class=bar style=width:27.4%> &nbsp; </div> 8.0% </td></tr><tr class><td title=M> M </td><td>85</td><td><div class=bar style=width:27.4%> &nbsp; </div> 8.0% </td></tr><tr class><td title=R> R </td><td>70</td><td><div class=bar style=width:22.6%> &nbsp; </div> 6.6% </td></tr><tr class><td title=C> C </td><td>60</td><td><div class=bar style=width:19.4%> &nbsp; </div> 5.7% </td></tr><tr class><td title=I> I </td><td>50</td><td><div class=bar style=width:16.1%> &nbsp; </div> 4.7% </td></tr><tr class><td title=A> A </td><td>50</td><td><div class=bar style=width:16.1%> &nbsp; </div> 4.7% </td></tr><tr class><td title=D> D </td><td>45</td><td><div class=bar style=width:14.5%> &nbsp; </div> 4.2% </td></tr><tr class><td title=B> B </td><td>45</td><td><div class=bar style=width:14.5%> &nbsp; </div> 4.2% </td></tr><tr class=other><td title="Other values (13)"> Other values (13) </td><td>310</td><td><div class=bar style=width:100.0%> 29.2% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Space Separator</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017unicode-822950417578657017scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>5850</td><td><div class=bar style=width:100.0%> 88.3% </div></td></tr><tr class><td title=Common> Common </td><td>775</td><td><div class=bar style=width:13.2%> &nbsp; </div> 11.7% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:31.6%> &nbsp; </div> 11.2% </td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:21.5%> &nbsp; </div> 7.6% </td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:21.0%> &nbsp; </div> 7.4% </td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.9% </td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.9% </td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:16.7%> &nbsp; </div> 5.9% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:16.4%> &nbsp; </div> 5.8% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:13.8%> &nbsp; </div> 4.9% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:12.8%> &nbsp; </div> 4.5% </td></tr><tr class><td title=l> l </td><td>200</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.4% </td></tr><tr class=other><td title="Other values (39)"> Other values (39) </td><td>2070</td><td><div class=bar style=width:100.0%> 35.4% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=822950417578657017unicode-822950417578657017blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>6625</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>775</td><td><div class=bar style=width:34.1%> &nbsp; </div> 11.7% </td></tr><tr class><td title=e> e </td><td>655</td><td><div class=bar style=width:28.9%> &nbsp; </div> 9.9% </td></tr><tr class><td title=a> a </td><td>445</td><td><div class=bar style=width:19.6%> &nbsp; </div> 6.7% </td></tr><tr class><td title=i> i </td><td>435</td><td><div class=bar style=width:19.2%> &nbsp; </div> 6.6% </td></tr><tr class><td title=n> n </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=t> t </td><td>405</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.1% </td></tr><tr class><td title=o> o </td><td>345</td><td><div class=bar style=width:15.2%> &nbsp; </div> 5.2% </td></tr><tr class><td title=r> r </td><td>340</td><td><div class=bar style=width:15.0%> &nbsp; </div> 5.1% </td></tr><tr class><td title=h> h </td><td>285</td><td><div class=bar style=width:12.6%> &nbsp; </div> 4.3% </td></tr><tr class><td title=s> s </td><td>265</td><td><div class=bar style=width:11.7%> &nbsp; </div> 4.0% </td></tr><tr class=other><td title="Other values (40)"> Other values (40) </td><td>2270</td><td><div class=bar style=width:100.0%> 34.3% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_5487136618864816151></a><div class=variable><div class=col-sm-12><p class=h4 title=Year><a href=#pp_var_5487136618864816151>Year</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>53</td></tr><tr><th>Distinct (%)</th><td>10.6%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>1989.13</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>1931</td></tr><tr><th>Maximum</th><td>2015</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>2.1 KiB</td></tr></tbody></table></div><div class=col-sm-4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=216pt height=162pt viewbox="0 0 216 162" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ 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77.284256 \nz\n" clip-path=url(#pe975cbe4b4) style="fill: #377eb8; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter"/></g><g id=patch_53><path d="M 10.8 123.135468 \nL 10.8 10.8 \n" style="fill: none"/></g><g id=patch_54><path d="M 205.2 123.135468 \nL 205.2 10.8 \n" style="fill: none"/></g><g id=patch_55><path d="M 10.8 123.135468 \nL 205.2 123.135468 \n" style="fill: none"/></g><g id=patch_56><path d="M 10.8 10.8 \nL 205.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=pe975cbe4b4><rect x=10.8 y=10.8 width=194.4 height=112.335468 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-5487136618864816151, #minifreqtable5487136618864816151" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-5487136618864816151 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5487136618864816151bottom-5487136618864816151statistics aria-controls=5487136618864816151bottom-5487136618864816151statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#5487136618864816151bottom-5487136618864816151histogram aria-controls=5487136618864816151bottom-5487136618864816151histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#5487136618864816151bottom-5487136618864816151common_values aria-controls=5487136618864816151bottom-5487136618864816151common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#5487136618864816151bottom-5487136618864816151extreme_values aria-controls=5487136618864816151bottom-5487136618864816151extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5487136618864816151bottom-5487136618864816151statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>1931</td></tr><tr><th>5-th percentile</th><td>1943.9</td></tr><tr><th>Q1</th><td>1979.75</td></tr><tr><th>median</th><td>1995</td></tr><tr><th>Q3</th><td>2003</td></tr><tr><th>95-th percentile</th><td>2012.05</td></tr><tr><th>Maximum</th><td>2015</td></tr><tr><th>Range</th><td>84</td></tr><tr><th>Interquartile range (IQR)</th><td>23.25</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>20.135142</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.010122587</td></tr><tr><th>Kurtosis</th><td>0.47732097</td></tr><tr><th>Mean</th><td>1989.13</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>11</td></tr><tr><th>Skewness</th><td>-1.1139212</td></tr><tr><th>Sum</th><td>994565</td></tr><tr><th>Variance</th><td>405.42395</td></tr><tr><th>Monotonicity</th><td>Not 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id=5487136618864816151bottom-5487136618864816151common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1995> 1995 </td><td>25</td><td><div class=bar style=width:8.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=1994> 1994 </td><td>25</td><td><div class=bar style=width:8.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=1999> 1999 </td><td>25</td><td><div class=bar style=width:8.2%> &nbsp; </div> 5.0% </td></tr><tr class><td title=2006> 2006 </td><td>20</td><td><div class=bar style=width:6.6%> &nbsp; </div> 4.0% </td></tr><tr class><td title=2003> 2003 </td><td>20</td><td><div class=bar style=width:6.6%> &nbsp; </div> 4.0% </td></tr><tr class><td title=2001> 2001 </td><td>20</td><td><div class=bar style=width:6.6%> &nbsp; </div> 4.0% </td></tr><tr class><td title=2012> 2012 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class><td title=1997> 1997 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class><td title=2000> 2000 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class><td title=2002> 2002 </td><td>15</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.0% </td></tr><tr class=other><td title="Other values (43)"> Other values (43) </td><td>305</td><td><div class=bar style=width:100.0%> 61.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5487136618864816151bottom-5487136618864816151extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5487136618864816151extreme_values-5487136618864816151firstn aria-controls=5487136618864816151extreme_values-5487136618864816151firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#5487136618864816151extreme_values-5487136618864816151lastn aria-controls=5487136618864816151extreme_values-5487136618864816151lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5487136618864816151extreme_values-5487136618864816151firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1931> 1931 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1936> 1936 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1939> 1939 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1941> 1941 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1942> 1942 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1944> 1944 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1949> 1949 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1952> 1952 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1954> 1954 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=1957> 1957 </td><td>10</td><td><div class=bar style=width:100.0%> 2.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5487136618864816151extreme_values-5487136618864816151lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=2015> 2015 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2014> 2014 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=2013> 2013 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2012> 2012 </td><td>15</td><td><div class=bar style=width:75.0%> 3.0% </div></td></tr><tr class><td title=2010> 2010 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2009> 2009 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2008> 2008 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2007> 2007 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=2006> 2006 </td><td>20</td><td><div class=bar style=width:100.0%> 4.0% </div></td></tr><tr class><td title=2005> 2005 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_479514411626304703></a><div class=variable><div class=col-sm-12><p class=h4 title=Runtime><a href=#pp_var_479514411626304703>Runtime</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>51</td></tr><tr><th>Distinct (%)</th><td>10.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>115.97</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>81</td></tr><tr><th>Maximum</th><td>187</td></tr><tr><th>Zeros</th><td>0</td></tr><tr><th>Zeros (%)</th><td>0.0%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>2.1 KiB</td></tr></tbody></table></div><div class=col-sm-4><?xml version="1.0" encoding="utf-8" 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stroke-linejoin: miter"/></g><g id=patch_53><path d="M 10.8 126.253808 \nL 10.8 10.8 \n" style="fill: none"/></g><g id=patch_54><path d="M 205.2 126.253808 \nL 205.2 10.8 \n" style="fill: none"/></g><g id=patch_55><path d="M 10.8 126.253808 \nL 205.2 126.253808 \n" style="fill: none"/></g><g id=patch_56><path d="M 10.8 10.8 \nL 205.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=p88a0c97665><rect x=10.8 y=10.8 width=194.4 height=115.453808 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-479514411626304703, #minifreqtable479514411626304703" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-479514411626304703 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#479514411626304703bottom-479514411626304703statistics aria-controls=479514411626304703bottom-479514411626304703statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#479514411626304703bottom-479514411626304703histogram aria-controls=479514411626304703bottom-479514411626304703histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#479514411626304703bottom-479514411626304703common_values aria-controls=479514411626304703bottom-479514411626304703common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#479514411626304703bottom-479514411626304703extreme_values aria-controls=479514411626304703bottom-479514411626304703extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=479514411626304703bottom-479514411626304703statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>81</td></tr><tr><th>5-th percentile</th><td>91.95</td></tr><tr><th>Q1</th><td>102.5</td></tr><tr><th>median</th><td>113.5</td></tr><tr><th>Q3</th><td>126.25</td></tr><tr><th>95-th percentile</th><td>148.35</td></tr><tr><th>Maximum</th><td>187</td></tr><tr><th>Range</th><td>106</td></tr><tr><th>Interquartile range (IQR)</th><td>23.75</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>18.741708</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.16160824</td></tr><tr><th>Kurtosis</th><td>1.6215661</td></tr><tr><th>Mean</th><td>115.97</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>12.5</td></tr><tr><th>Skewness</th><td>1.0514227</td></tr><tr><th>Sum</th><td>57985</td></tr><tr><th>Variance</th><td>351.2516</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel 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height=165.95363 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=479514411626304703bottom-479514411626304703common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=101> 101 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=110> 110 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=124> 124 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=104> 104 </td><td>25</td><td><div class=bar style=width:8.5%> &nbsp; </div> 5.0% </td></tr><tr class><td title=115> 115 </td><td>20</td><td><div class=bar style=width:6.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=93> 93 </td><td>20</td><td><div class=bar style=width:6.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=100> 100 </td><td>20</td><td><div class=bar style=width:6.8%> &nbsp; </div> 4.0% </td></tr><tr class><td title=105> 105 </td><td>15</td><td><div class=bar style=width:5.1%> &nbsp; </div> 3.0% </td></tr><tr class><td title=103> 103 </td><td>15</td><td><div class=bar style=width:5.1%> &nbsp; </div> 3.0% </td></tr><tr class><td title=120> 120 </td><td>15</td><td><div class=bar style=width:5.1%> &nbsp; </div> 3.0% </td></tr><tr class=other><td title="Other values (41)"> Other values (41) </td><td>295</td><td><div class=bar style=width:100.0%> 59.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=479514411626304703bottom-479514411626304703extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#479514411626304703extreme_values-479514411626304703firstn aria-controls=479514411626304703extreme_values-479514411626304703firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#479514411626304703extreme_values-479514411626304703lastn aria-controls=479514411626304703extreme_values-479514411626304703lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=479514411626304703extreme_values-479514411626304703firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=81> 81 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=88> 88 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=90> 90 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=91> 91 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=92> 92 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=93> 93 </td><td>20</td><td><div class=bar style=width:100.0%> 4.0% </div></td></tr><tr class><td title=95> 95 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=97> 97 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr><tr class><td title=98> 98 </td><td>5</td><td><div class=bar style=width:25.0%> &nbsp; </div> 1.0% </td></tr><tr class><td title=99> 99 </td><td>10</td><td><div class=bar style=width:50.0%> 2.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=479514411626304703extreme_values-479514411626304703lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=187> 187 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=167> 167 </td><td>10</td><td><div class=bar style=width:100.0%> 2.0% </div></td></tr><tr class><td title=162> 162 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=155> 155 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=148> 148 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=146> 146 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=145> 145 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=143> 143 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=138> 138 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr><tr class><td title=137> 137 </td><td>5</td><td><div class=bar style=width:50.0%> 1.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_4586504179715884904></a><div class=variable><div class=col-sm-12><p class=h4 title=Certificates><a href=#pp_var_4586504179715884904>Certificates</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>7</td></tr><tr><th>Distinct (%)</th><td>1.4%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> A </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 196&nbsp; </div></td></tr><tr class><th width=10%> R </th><td width=10%><div class=bar style=width:55.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 109&nbsp; </div></td></tr><tr class><th width=10%> UA </th><td width=10%><div class=bar style=width:38.3% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 75&nbsp; </div></td></tr><tr class><th width=10%> U </th><td width=10%><div class=bar style=width:31.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 62&nbsp; </div></td></tr><tr class><th width=10%> G </th><td width=10%><div class=bar style=width:17.3% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 34&nbsp; </div></td></tr><tr class=other><th width=10%> Other values (2) </th><td width=10%><div class=bar style=width:12.2% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 24&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-4586504179715884904, #minifreqtable4586504179715884904" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-4586504179715884904 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#4586504179715884904bottom-4586504179715884904overview aria-controls=4586504179715884904bottom-4586504179715884904overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#4586504179715884904bottom-4586504179715884904string aria-controls=4586504179715884904bottom-4586504179715884904string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#4586504179715884904bottom-4586504179715884904word aria-controls=4586504179715884904bottom-4586504179715884904word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#4586504179715884904bottom-4586504179715884904characters aria-controls=4586504179715884904bottom-4586504179715884904characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=4586504179715884904bottom-4586504179715884904overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>2</td></tr><tr><th>Median length</th><td>1</td></tr><tr><th>Mean length</th><td>1.198</td></tr><tr><th>Min length</th><td>1</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>599</td></tr><tr><th>Distinct characters</th><td>7</td></tr><tr><th>Distinct categories</th><td>2 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>2 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td>G</td></tr><tr><th>2nd row</th><td>A</td></tr><tr><th>3rd row</th><td>UA</td></tr><tr><th>4th row</th><td>R</td></tr><tr><th>5th row</th><td>A</td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904bottom-4586504179715884904string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>196</td><td><div class=bar style=width:100.0%> 39.2% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:55.6%> 21.8% </div></td></tr><tr class><td title=UA> UA </td><td>75</td><td><div class=bar style=width:38.3%> &nbsp; </div> 15.0% </td></tr><tr class><td title=U> U </td><td>62</td><td><div class=bar style=width:31.6%> &nbsp; </div> 12.4% </td></tr><tr class><td title=G> G </td><td>34</td><td><div class=bar style=width:17.3%> &nbsp; </div> 6.8% </td></tr><tr class><td title=18> 18 </td><td>19</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.8% </td></tr><tr class><td title=PG> PG </td><td>5</td><td><div class=bar style=width:2.6%> &nbsp; </div> 1.0% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h4 class=indent>Length</h4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=504pt 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width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904bottom-4586504179715884904word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=a> a </td><td>196</td><td><div class=bar style=width:100.0%> 39.2% </div></td></tr><tr class><td title=r> r </td><td>109</td><td><div class=bar style=width:55.6%> 21.8% </div></td></tr><tr class><td title=ua> ua </td><td>75</td><td><div class=bar style=width:38.3%> &nbsp; </div> 15.0% </td></tr><tr class><td title=u> u </td><td>62</td><td><div class=bar style=width:31.6%> &nbsp; </div> 12.4% </td></tr><tr class><td title=g> g </td><td>34</td><td><div class=bar style=width:17.3%> &nbsp; </div> 6.8% </td></tr><tr class><td title=18> 18 </td><td>19</td><td><div class=bar style=width:9.7%> &nbsp; </div> 3.8% </td></tr><tr class><td title=pg> pg </td><td>5</td><td><div class=bar style=width:2.6%> &nbsp; </div> 1.0% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904bottom-4586504179715884904characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#4586504179715884904unicode-4586504179715884904characters aria-controls=4586504179715884904unicode-4586504179715884904characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#4586504179715884904unicode-4586504179715884904categories aria-controls=4586504179715884904unicode-4586504179715884904categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#4586504179715884904unicode-4586504179715884904scripts aria-controls=4586504179715884904unicode-4586504179715884904scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#4586504179715884904unicode-4586504179715884904blocks aria-controls=4586504179715884904unicode-4586504179715884904blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=4586504179715884904unicode-4586504179715884904characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 45.2% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 22.9% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 18.2% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 6.5% </td></tr><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.8% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904unicode-4586504179715884904categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>561</td><td><div class=bar style=width:100.0%> 93.7% </div></td></tr><tr class><td title="Decimal Number"> Decimal Number </td><td>38</td><td><div class=bar style=width:6.8%> &nbsp; </div> 6.3% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 48.3% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 24.4% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 19.4% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 7.0% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.9% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Decimal Number</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904unicode-4586504179715884904scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>561</td><td><div class=bar style=width:100.0%> 93.7% </div></td></tr><tr class><td title=Common> Common </td><td>38</td><td><div class=bar style=width:6.8%> &nbsp; </div> 6.3% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 48.3% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 24.4% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 19.4% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 7.0% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.9% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:100.0%> 50.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=4586504179715884904unicode-4586504179715884904blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>599</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>271</td><td><div class=bar style=width:100.0%> 45.2% </div></td></tr><tr class><td title=U> U </td><td>137</td><td><div class=bar style=width:50.6%> 22.9% </div></td></tr><tr class><td title=R> R </td><td>109</td><td><div class=bar style=width:40.2%> 18.2% </div></td></tr><tr class><td title=G> G </td><td>39</td><td><div class=bar style=width:14.4%> &nbsp; </div> 6.5% </td></tr><tr class><td title=1> 1 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=8> 8 </td><td>19</td><td><div class=bar style=width:7.0%> &nbsp; </div> 3.2% </td></tr><tr class><td title=P> P </td><td>5</td><td><div class=bar style=width:1.8%> &nbsp; </div> 0.8% </td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_-913468747585567534></a><div class=variable><div class=col-sm-12><p class=h4 title=Genre><a href=#pp_var_-913468747585567534>Genre</a><br><small>Categorical</small></p><p class=variable-description></p></div><div class=col-sm-6><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>46</td></tr><tr><th>Distinct (%)</th><td>9.2%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-6><div class=row id=minifreqtable><table class="mini freq table-0"><tr class><th width=10%> Action, Adventure, Thriller </th><td width=10%><div class=bar style=width:12.7% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 45&nbsp; </div></td></tr><tr class><th width=10%> Drama, Thriller </th><td width=10%><div class=bar style=width:8.5% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 30 </td></tr><tr class><th width=10%> Action, Adventure, Sci-Fi </th><td width=10%><div class=bar style=width:7.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 25 </td></tr><tr class><th width=10%> Horror, Mystery, Thriller </th><td width=10%><div class=bar style=width:7.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 25 </td></tr><tr class><th width=10%> Crime, Drama, Thriller </th><td width=10%><div class=bar style=width:5.6% data-toggle=tooltip data-placement=center data-html=true data-delay=500> &nbsp; </div> 20 </td></tr><tr class=other><th width=10%> Other values (41) </th><td width=10%><div class=bar style=width:100.0% data-toggle=tooltip data-placement=center data-html=true data-delay=500> 355&nbsp; </div></td></tr></table></div></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--913468747585567534, #minifreqtable-913468747585567534" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--913468747585567534 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-913468747585567534bottom--913468747585567534overview aria-controls=-913468747585567534bottom--913468747585567534overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#-913468747585567534bottom--913468747585567534string aria-controls=-913468747585567534bottom--913468747585567534string role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-913468747585567534bottom--913468747585567534word aria-controls=-913468747585567534bottom--913468747585567534word role=tab data-toggle=tab>Words</a></li><li role=presentation><a href=#-913468747585567534bottom--913468747585567534characters aria-controls=-913468747585567534bottom--913468747585567534characters role=tab data-toggle=tab>Characters</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-913468747585567534bottom--913468747585567534overview><div class=row><div class=col-sm-3><p class=h4>Length</p><table class="table table-condensed stats"><tbody><tr><th>Max length</th><td>40</td></tr><tr><th>Median length</th><td>36.5</td></tr><tr><th>Mean length</th><td>33.06</td></tr><tr><th>Min length</th><td>18</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Characters and Unicode</p><table class="table table-condensed stats"><tbody><tr><th>Total characters</th><td>16530</td></tr><tr><th>Distinct characters</th><td>31</td></tr><tr><th>Distinct categories</th><td>5 <a title="Unicode categories (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode categories (click for more information)">?</span></a></td></tr><tr><th>Distinct scripts</th><td>2 <a title="Unicode scripts (click for more information)" href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode scripts (click for more information)">?</span></a></td></tr><tr><th>Distinct blocks</th><td>1 <a title="Unicode blocks (click for more information)" href=https://en.wikipedia.org/wiki/Unicode_block><span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="Unicode blocks (click for more information)">?</span></a></td></tr></tbody></table><div class="caption text-center text-muted"> The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. </div></div><div class=col-sm-3><p class=h4>Unique</p><table class="table table-condensed stats"><tbody><tr><th>Unique</th><td>0 <span class="badge pull-right" style=color:#fff;background-color:#337ab7; title="The number of unique values (all values that occur exactly once in the dataset).">?</span></td></tr><tr><th>Unique (%)</th><td>0.0%</td></tr></tbody></table></div><div class=col-sm-3><p class=h4>Sample</p><table class="table table-condensed stats"><tbody><tr><th>1st row</th><td> Action, Adventure, Thriller </td></tr><tr><th>2nd row</th><td> Action, Adventure, Sci-Fi </td></tr><tr><th>3rd row</th><td> Crime, Drama, Thriller </td></tr><tr><th>4th row</th><td> Adventure, Drama, Romance </td></tr><tr><th>5th row</th><td> Action, Crime, Sci-Fi </td></tr></tbody></table></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534bottom--913468747585567534string><div class=row><div class=col-sm-12><h4 class=indent>Common Values</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" Action, Adventure, Thriller            "> Action, Adventure, Thriller </td><td>45</td><td><div class=bar style=width:16.7%> &nbsp; </div> 9.0% </td></tr><tr class><td title=" Drama, Thriller            "> Drama, Thriller </td><td>30</td><td><div class=bar style=width:11.1%> &nbsp; </div> 6.0% </td></tr><tr class><td title=" Action, Adventure, Sci-Fi            "> Action, Adventure, Sci-Fi </td><td>25</td><td><div class=bar style=width:9.3%> &nbsp; </div> 5.0% </td></tr><tr class><td title=" Horror, Mystery, Thriller            "> Horror, Mystery, Thriller </td><td>25</td><td><div class=bar style=width:9.3%> &nbsp; </div> 5.0% </td></tr><tr class><td title=" Crime, Drama, Thriller            "> Crime, Drama, Thriller </td><td>20</td><td><div class=bar style=width:7.4%> &nbsp; </div> 4.0% </td></tr><tr class><td title=" Drama, Romance            "> Drama, Romance </td><td>20</td><td><div class=bar style=width:7.4%> &nbsp; </div> 4.0% </td></tr><tr class><td title=" Crime, Drama            "> Crime, Drama </td><td>20</td><td><div class=bar style=width:7.4%> &nbsp; </div> 4.0% </td></tr><tr class><td title=" Action, Crime, Drama            "> Action, Crime, Drama </td><td>15</td><td><div class=bar style=width:5.6%> &nbsp; </div> 3.0% </td></tr><tr class><td title=" Drama            "> Drama </td><td>15</td><td><div class=bar style=width:5.6%> &nbsp; </div> 3.0% </td></tr><tr class><td title=" 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stroke-width: 0.3; stroke-linejoin: miter"/></g><g id=patch_17><path d="M 445.82697 180.699286 \nL 472.897273 180.699286 \nL 472.897273 47.444944 \nL 445.82697 47.444944 \nz\n" clip-path=url(#p244ddabf5b) style="fill: #377eb8; stroke: #ffffff; stroke-width: 0.3; stroke-linejoin: miter"/></g><g id=patch_18><path d="M 46.54 180.699286 \nL 46.54 10.8 \n" style="fill: none"/></g><g id=patch_19><path d="M 493.2 180.699286 \nL 493.2 10.8 \n" style="fill: none"/></g><g id=patch_20><path d="M 46.54 180.699286 \nL 493.2 180.699286 \n" style="fill: none"/></g><g id=patch_21><path d="M 46.54 10.8 \nL 493.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=p244ddabf5b><rect x=46.54 y=10.8 width=446.66 height=169.899286 /></clippath></defs></svg><div class="caption text-center text-muted"> Histogram of lengths of the category </div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534bottom--913468747585567534word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=drama> drama </td><td>230</td><td><div class=bar style=width:100.0%> 17.8% </div></td></tr><tr class><td title=action> action </td><td>205</td><td><div class=bar style=width:89.1%> 15.8% </div></td></tr><tr class><td title=thriller> thriller </td><td>205</td><td><div class=bar style=width:89.1%> 15.8% </div></td></tr><tr class><td title=adventure> adventure </td><td>125</td><td><div class=bar style=width:54.3%> 9.7% </div></td></tr><tr class><td title=crime> crime </td><td>115</td><td><div class=bar style=width:50.0%> 8.9% </div></td></tr><tr class><td title=horror> horror </td><td>95</td><td><div class=bar style=width:41.3%> 7.3% </div></td></tr><tr class><td title=mystery> mystery </td><td>95</td><td><div class=bar style=width:41.3%> 7.3% </div></td></tr><tr class><td title=comedy> comedy </td><td>75</td><td><div class=bar style=width:32.6%> &nbsp; </div> 5.8% </td></tr><tr class><td title=romance> romance </td><td>50</td><td><div class=bar style=width:21.7%> &nbsp; </div> 3.9% </td></tr><tr class><td title=sci-fi> sci-fi </td><td>40</td><td><div class=bar style=width:17.4%> &nbsp; </div> 3.1% </td></tr><tr class=other><td title="Other values (6)"> Other values (6) </td><td>60</td><td><div class=bar style=width:26.1%> &nbsp; </div> 4.6% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534bottom--913468747585567534characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-913468747585567534unicode--913468747585567534characters aria-controls=-913468747585567534unicode--913468747585567534characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-913468747585567534unicode--913468747585567534categories aria-controls=-913468747585567534unicode--913468747585567534categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-913468747585567534unicode--913468747585567534scripts aria-controls=-913468747585567534unicode--913468747585567534scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-913468747585567534unicode--913468747585567534blocks aria-controls=-913468747585567534unicode--913468747585567534blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-913468747585567534unicode--913468747585567534characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 44.1% </div></td></tr><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:17.8%> &nbsp; </div> 7.8% </td></tr><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 4.8% </td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:10.8%> &nbsp; </div> 4.8% </td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:8.9%> &nbsp; </div> 3.9% </td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:7.7%> &nbsp; </div> 3.4% </td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:7.6%> &nbsp; </div> 3.4% </td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:6.5%> &nbsp; </div> 2.9% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:6.2%> &nbsp; </div> 2.7% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:5.8%> &nbsp; </div> 2.6% </td></tr><tr class=other><td title="Other values (21)"> Other values (21) </td><td>3235</td><td><div class=bar style=width:44.3%> 19.6% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534unicode--913468747585567534categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title="Space Separator"> Space Separator </td><td>7295</td><td><div class=bar style=width:100.0%> 44.1% </div></td></tr><tr class><td title="Lowercase Letter"> Lowercase Letter </td><td>7065</td><td><div class=bar style=width:96.8%> 42.7% </div></td></tr><tr class><td title="Uppercase Letter"> Uppercase Letter </td><td>1335</td><td><div class=bar style=width:18.3%> &nbsp; </div> 8.1% </td></tr><tr class><td title="Other Punctuation"> Other Punctuation </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 4.8% </td></tr><tr class><td title="Dash Punctuation"> Dash Punctuation </td><td>40</td><td><div class=bar style=width:0.5%> &nbsp; </div> 0.2% </td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>Lowercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:100.0%> 18.3% </div></td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:61.0%> 11.2% </div></td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:50.2%> 9.2% </div></td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:43.6%> 8.0% </div></td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:42.9%> 7.9% </div></td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:36.7%> &nbsp; </div> 6.7% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:34.7%> &nbsp; </div> 6.4% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:32.8%> &nbsp; </div> 6.0% </td></tr><tr class><td title=n> n </td><td>390</td><td><div class=bar style=width:30.1%> &nbsp; </div> 5.5% </td></tr><tr class><td title=y> y </td><td>310</td><td><div class=bar style=width:23.9%> &nbsp; </div> 4.4% </td></tr><tr class=other><td title="Other values (8)"> Other values (8) </td><td>1160</td><td><div class=bar style=width:89.6%> 16.4% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Uppercase Letter</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=A> A </td><td>330</td><td><div class=bar style=width:100.0%> 24.7% </div></td></tr><tr class><td title=D> D </td><td>230</td><td><div class=bar style=width:69.7%> 17.2% </div></td></tr><tr class><td title=T> T </td><td>205</td><td><div class=bar style=width:62.1%> 15.4% </div></td></tr><tr class><td title=C> C </td><td>190</td><td><div class=bar style=width:57.6%> 14.2% </div></td></tr><tr class><td title=H> H </td><td>105</td><td><div class=bar style=width:31.8%> &nbsp; </div> 7.9% </td></tr><tr class><td title=M> M </td><td>105</td><td><div class=bar style=width:31.8%> &nbsp; </div> 7.9% </td></tr><tr class><td title=F> F </td><td>55</td><td><div class=bar style=width:16.7%> &nbsp; </div> 4.1% </td></tr><tr class><td title=R> R </td><td>50</td><td><div class=bar style=width:15.2%> &nbsp; </div> 3.7% </td></tr><tr class><td title=S> S </td><td>45</td><td><div class=bar style=width:13.6%> &nbsp; </div> 3.4% </td></tr><tr class><td title=B> B </td><td>20</td><td><div class=bar style=width:6.1%> &nbsp; </div> 1.5% </td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Space Separator</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Other Punctuation</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Dash Punctuation</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=-> - </td><td>40</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534unicode--913468747585567534scripts><div class="row named-list-item"><h4>Most occurring scripts</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=Latin> Latin </td><td>8400</td><td><div class=bar style=width:100.0%> 50.8% </div></td></tr><tr class><td title=Common> Common </td><td>8130</td><td><div class=bar style=width:96.8%> 49.2% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per script</h4><div class=row><div class=col-sm-12><h5><em>Latin</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:52.3%> 15.4% </div></td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:31.9%> &nbsp; </div> 9.4% </td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:26.3%> &nbsp; </div> 7.7% </td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:22.8%> &nbsp; </div> 6.7% </td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:22.4%> &nbsp; </div> 6.6% </td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:19.2%> &nbsp; </div> 5.7% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:18.2%> &nbsp; </div> 5.4% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:17.2%> &nbsp; </div> 5.1% </td></tr><tr class><td title=n> n </td><td>390</td><td><div class=bar style=width:15.8%> &nbsp; </div> 4.6% </td></tr><tr class><td title=A> A </td><td>330</td><td><div class=bar style=width:13.3%> &nbsp; </div> 3.9% </td></tr><tr class=other><td title="Other values (18)"> Other values (18) </td><td>2475</td><td><div class=bar style=width:100.0%> 29.5% </div></td></tr></tbody></table></div></div><div class=row><div class=col-sm-12><h5><em>Common</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 89.7% </div></td></tr><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 9.8% </td></tr><tr class><td title=-> - </td><td>40</td><td><div class=bar style=width:0.5%> &nbsp; </div> 0.5% </td></tr></tbody></table></div></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-913468747585567534unicode--913468747585567534blocks><div class="row named-list-item"><h4>Most occurring blocks</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=ASCII> ASCII </td><td>16530</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per block</h4><div class=row><div class=col-sm-12><h5><em>ASCII</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=" "></td><td>7295</td><td><div class=bar style=width:100.0%> 44.1% </div></td></tr><tr class><td title=r> r </td><td>1295</td><td><div class=bar style=width:17.8%> &nbsp; </div> 7.8% </td></tr><tr class><td title=,> , </td><td>795</td><td><div class=bar style=width:10.9%> &nbsp; </div> 4.8% </td></tr><tr class><td title=e> e </td><td>790</td><td><div class=bar style=width:10.8%> &nbsp; </div> 4.8% </td></tr><tr class><td title=i> i </td><td>650</td><td><div class=bar style=width:8.9%> &nbsp; </div> 3.9% </td></tr><tr class><td title=a> a </td><td>565</td><td><div class=bar style=width:7.7%> &nbsp; </div> 3.4% </td></tr><tr class><td title=o> o </td><td>555</td><td><div class=bar style=width:7.6%> &nbsp; </div> 3.4% </td></tr><tr class><td title=m> m </td><td>475</td><td><div class=bar style=width:6.5%> &nbsp; </div> 2.9% </td></tr><tr class><td title=t> t </td><td>450</td><td><div class=bar style=width:6.2%> &nbsp; </div> 2.7% </td></tr><tr class><td title=l> l </td><td>425</td><td><div class=bar style=width:5.8%> &nbsp; </div> 2.6% </td></tr><tr class=other><td title="Other values (21)"> Other values (21) </td><td>3235</td><td><div class=bar style=width:44.3%> 19.6% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_5368509442230117563></a><div class=variable><div class=col-sm-12><p class=h4 title=Gross><a href=#pp_var_5368509442230117563>Gross</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>472</td></tr><tr><th>Distinct (%)</th><td>94.4%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>83.74614</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>Maximum</th><td>936.66</td></tr><tr><th>Zeros</th><td>1</td></tr><tr><th>Zeros (%)</th><td>0.2%</td></tr><tr><th>Negative</th><td>0</td></tr><tr><th>Negative (%)</th><td>0.0%</td></tr><tr><th>Memory size</th><td>4.0 KiB</td></tr></tbody></table></div><div class=col-sm-4><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD 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class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-5368509442230117563, #minifreqtable5368509442230117563" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-5368509442230117563 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5368509442230117563bottom-5368509442230117563statistics aria-controls=5368509442230117563bottom-5368509442230117563statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#5368509442230117563bottom-5368509442230117563histogram aria-controls=5368509442230117563bottom-5368509442230117563histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#5368509442230117563bottom-5368509442230117563common_values aria-controls=5368509442230117563bottom-5368509442230117563common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#5368509442230117563bottom-5368509442230117563extreme_values aria-controls=5368509442230117563bottom-5368509442230117563extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5368509442230117563bottom-5368509442230117563statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>0</td></tr><tr><th>5-th percentile</th><td>0.0595</td></tr><tr><th>Q1</th><td>12.585</td></tr><tr><th>median</th><td>47.105</td></tr><tr><th>Q3</th><td>113.4675</td></tr><tr><th>95-th percentile</th><td>293.9845</td></tr><tr><th>Maximum</th><td>936.66</td></tr><tr><th>Range</th><td>936.66</td></tr><tr><th>Interquartile range (IQR)</th><td>100.8825</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>106.07408</td></tr><tr><th>Coefficient of variation (CV)</th><td>1.2666145</td></tr><tr><th>Kurtosis</th><td>12.671337</td></tr><tr><th>Mean</th><td>83.74614</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>40.575</td></tr><tr><th>Skewness</th><td>2.7789239</td></tr><tr><th>Sum</th><td>41873.07</td></tr><tr><th>Variance</th><td>11251.709</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563bottom-5368509442230117563histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=504pt height=216pt viewbox="0 0 504 216" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ 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id=patch_55><path d="M 52.12 176.75363 \nL 493.2 176.75363 \n" style="fill: none"/></g><g id=patch_56><path d="M 52.12 10.8 \nL 493.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=pb5ecb64af3><rect x=52.12 y=10.8 width=441.08 height=165.95363 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563bottom-5368509442230117563common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0.05> 0.05 </td><td>21</td><td><div class=bar style=width:4.5%> &nbsp; </div> 4.2% </td></tr><tr class><td title=24.15> 24.15 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=1.08> 1.08 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=3.64> 3.64 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=3.68> 3.68 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=210.61> 210.61 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=9.17> 9.17 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=5.1> 5.1 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=3.19> 3.19 </td><td>2</td><td><div class=bar style=width:0.4%> &nbsp; </div> 0.4% </td></tr><tr class><td title=13.18> 13.18 </td><td>1</td><td><div class=bar style=width:0.2%> &nbsp; </div> 0.2% </td></tr><tr class=other><td title="Other values (462)"> Other values (462) </td><td>462</td><td><div class=bar style=width:100.0%> 92.4% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563bottom-5368509442230117563extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#5368509442230117563extreme_values-5368509442230117563firstn aria-controls=5368509442230117563extreme_values-5368509442230117563firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#5368509442230117563extreme_values-5368509442230117563lastn aria-controls=5368509442230117563extreme_values-5368509442230117563lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=5368509442230117563extreme_values-5368509442230117563firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.01> 0.01 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.02> 0.02 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.03> 0.03 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.05> 0.05 </td><td>21</td><td><div class=bar style=width:100.0%> 4.2% </div></td></tr><tr class><td title=0.06> 0.06 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.12> 0.12 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.13> 0.13 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.14> 0.14 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=0.16> 0.16 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=5368509442230117563extreme_values-5368509442230117563lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=936.66> 936.66 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=760.51> 760.51 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=534.86> 534.86 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=448.14> 448.14 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=435.11> 435.11 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=424.67> 424.67 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=423.32> 423.32 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=422.78> 422.78 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=408.01> 408.01 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr><tr class><td title=402.45> 402.45 </td><td>1</td><td><div class=bar style=width:100.0%> 0.2% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_651312856739706546></a><div class=variable><div class=col-sm-12><p class=h4 title=Rating><a href=#pp_var_651312856739706546>Rating</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>34</td></tr><tr><th>Distinct (%)</th><td>6.8%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite 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class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#651312856739706546bottom-651312856739706546statistics aria-controls=651312856739706546bottom-651312856739706546statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#651312856739706546bottom-651312856739706546histogram aria-controls=651312856739706546bottom-651312856739706546histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#651312856739706546bottom-651312856739706546common_values aria-controls=651312856739706546bottom-651312856739706546common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#651312856739706546bottom-651312856739706546extreme_values aria-controls=651312856739706546bottom-651312856739706546extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=651312856739706546bottom-651312856739706546statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>5.6</td></tr><tr><th>5-th percentile</th><td>6.6</td></tr><tr><th>Q1</th><td>7.3</td></tr><tr><th>median</th><td>7.7</td></tr><tr><th>Q3</th><td>8.1</td></tr><tr><th>95-th percentile</th><td>8.6</td></tr><tr><th>Maximum</th><td>9.3</td></tr><tr><th>Range</th><td>3.7</td></tr><tr><th>Interquartile range (IQR)</th><td>0.8</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>0.59118233</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.077115433</td></tr><tr><th>Kurtosis</th><td>0.40480427</td></tr><tr><th>Mean</th><td>7.6662</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td>0.4</td></tr><tr><th>Skewness</th><td>-0.3306258</td></tr><tr><th>Sum</th><td>3833.1</td></tr><tr><th>Variance</th><td>0.34949655</td></tr><tr><th>Monotonicity</th><td>Not monotonic</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546bottom-651312856739706546histogram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=504pt height=216pt viewbox="0 0 504 216" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# xmlns:rdf=http://www.w3.org/1999/02/22-rdf-syntax-ns#><cc:work><dc:type rdf:resource=http://purl.org/dc/dcmitype/StillImage 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/></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=34) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546bottom-651312856739706546common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=7.6> 7.6 </td><td>39</td><td><div class=bar style=width:21.7%> &nbsp; </div> 7.8% </td></tr><tr class><td title=7.7> 7.7 </td><td>38</td><td><div class=bar style=width:21.1%> &nbsp; </div> 7.6% </td></tr><tr class><td title=7.5> 7.5 </td><td>37</td><td><div class=bar style=width:20.6%> &nbsp; </div> 7.4% </td></tr><tr class><td title=7.8> 7.8 </td><td>34</td><td><div class=bar style=width:18.9%> &nbsp; </div> 6.8% </td></tr><tr class><td title=7.4> 7.4 </td><td>33</td><td><div class=bar style=width:18.3%> &nbsp; </div> 6.6% </td></tr><tr class><td title=7.9> 7.9 </td><td>33</td><td><div class=bar style=width:18.3%> &nbsp; </div> 6.6% </td></tr><tr class><td title=8.1> 8.1 </td><td>30</td><td><div class=bar style=width:16.7%> &nbsp; </div> 6.0% </td></tr><tr class><td title=8.2> 8.2 </td><td>28</td><td><div class=bar style=width:15.6%> &nbsp; </div> 5.6% </td></tr><tr class><td title=7.2> 7.2 </td><td>24</td><td><div class=bar style=width:13.3%> &nbsp; </div> 4.8% </td></tr><tr class><td title=8> 8 </td><td>24</td><td><div class=bar style=width:13.3%> &nbsp; </div> 4.8% </td></tr><tr class=other><td title="Other values (24)"> Other values (24) </td><td>180</td><td><div class=bar style=width:100.0%> 36.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546bottom-651312856739706546extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#651312856739706546extreme_values-651312856739706546firstn aria-controls=651312856739706546extreme_values-651312856739706546firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#651312856739706546extreme_values-651312856739706546lastn aria-controls=651312856739706546extreme_values-651312856739706546lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=651312856739706546extreme_values-651312856739706546firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=5.6> 5.6 </td><td>1</td><td><div class=bar style=width:9.1%> &nbsp; </div> 0.2% </td></tr><tr class><td title=5.8> 5.8 </td><td>2</td><td><div class=bar style=width:18.2%> &nbsp; </div> 0.4% </td></tr><tr class><td title=5.9> 5.9 </td><td>1</td><td><div class=bar style=width:9.1%> &nbsp; </div> 0.2% </td></tr><tr class><td title=6> 6 </td><td>1</td><td><div class=bar style=width:9.1%> &nbsp; </div> 0.2% </td></tr><tr class><td title=6.2> 6.2 </td><td>4</td><td><div class=bar style=width:36.4%> &nbsp; </div> 0.8% </td></tr><tr class><td title=6.4> 6.4 </td><td>3</td><td><div class=bar style=width:27.3%> &nbsp; </div> 0.6% </td></tr><tr class><td title=6.5> 6.5 </td><td>11</td><td><div class=bar style=width:100.0%> 2.2% </div></td></tr><tr class><td title=6.6> 6.6 </td><td>5</td><td><div class=bar style=width:45.5%> 1.0% </div></td></tr><tr class><td title=6.7> 6.7 </td><td>9</td><td><div class=bar style=width:81.8%> 1.8% </div></td></tr><tr class><td title=6.8> 6.8 </td><td>11</td><td><div class=bar style=width:100.0%> 2.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=651312856739706546extreme_values-651312856739706546lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=9.3> 9.3 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=9.2> 9.2 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=9> 9 </td><td>5</td><td><div class=bar style=width:23.8%> &nbsp; </div> 1.0% </td></tr><tr class><td title=8.9> 8.9 </td><td>1</td><td><div class=bar style=width:4.8%> &nbsp; </div> 0.2% </td></tr><tr class><td title=8.8> 8.8 </td><td>6</td><td><div class=bar style=width:28.6%> &nbsp; </div> 1.2% </td></tr><tr class><td title=8.7> 8.7 </td><td>5</td><td><div class=bar style=width:23.8%> &nbsp; </div> 1.0% </td></tr><tr class><td title=8.6> 8.6 </td><td>8</td><td><div class=bar style=width:38.1%> &nbsp; </div> 1.6% </td></tr><tr class><td title=8.5> 8.5 </td><td>17</td><td><div class=bar style=width:81.0%> 3.4% </div></td></tr><tr class><td title=8.4> 8.4 </td><td>10</td><td><div class=bar style=width:47.6%> 2.0% </div></td></tr><tr class><td title=8.3> 8.3 </td><td>21</td><td><div class=bar style=width:100.0%> 4.2% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div><div class="row spacing"><a class="anchor-pos anchor-pos-variable" id=pp_var_3688699978026982845></a><div class=variable><div class=col-sm-12><p class=h4 title=Metascore><a href=#pp_var_3688699978026982845>Metascore</a><br><small>Real number (&Ropf;)</small></p><p class=variable-description></p></div><div class=col-sm-4><table class="table table-condensed stats"><tbody><tr><th>Distinct</th><td>63</td></tr><tr><th>Distinct (%)</th><td>12.6%</td></tr><tr><th>Missing</th><td>0</td></tr><tr><th>Missing (%)</th><td>0.0%</td></tr><tr><th>Infinite</th><td>0</td></tr><tr><th>Infinite (%)</th><td>0.0%</td></tr><tr><th>Mean</th><td>73.736</td></tr></tbody></table></div><div class=col-sm-4><table class="table table-condensed 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aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-3688699978026982845 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#3688699978026982845bottom-3688699978026982845statistics aria-controls=3688699978026982845bottom-3688699978026982845statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#3688699978026982845bottom-3688699978026982845histogram aria-controls=3688699978026982845bottom-3688699978026982845histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#3688699978026982845bottom-3688699978026982845common_values aria-controls=3688699978026982845bottom-3688699978026982845common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#3688699978026982845bottom-3688699978026982845extreme_values aria-controls=3688699978026982845bottom-3688699978026982845extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=3688699978026982845bottom-3688699978026982845statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td>31</td></tr><tr><th>5-th percentile</th><td>51</td></tr><tr><th>Q1</th><td>64</td></tr><tr><th>median</th><td>74</td></tr><tr><th>Q3</th><td>84</td></tr><tr><th>95-th percentile</th><td>95</td></tr><tr><th>Maximum</th><td>100</td></tr><tr><th>Range</th><td>69</td></tr><tr><th>Interquartile range (IQR)</th><td>20</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td>13.587477</td></tr><tr><th>Coefficient of variation (CV)</th><td>0.18427196</td></tr><tr><th>Kurtosis</th><td>-0.52042755</td></tr><tr><th>Mean</th><td>73.736</td></tr><tr><th>Median Absolute Deviation 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stroke-linejoin: miter"/></g><g id=patch_53><path d="M 46.54 176.75363 \nL 46.54 10.8 \n" style="fill: none"/></g><g id=patch_54><path d="M 493.2 176.75363 \nL 493.2 10.8 \n" style="fill: none"/></g><g id=patch_55><path d="M 46.54 176.75363 \nL 493.2 176.75363 \n" style="fill: none"/></g><g id=patch_56><path d="M 46.54 10.8 \nL 493.2 10.8 \n" style="fill: none"/></g></g></g><defs><clippath id=pb3941ac1ee><rect x=46.54 y=10.8 width=446.66 height=165.95363 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=3688699978026982845bottom-3688699978026982845common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=84> 84 </td><td>27</td><td><div class=bar style=width:7.9%> &nbsp; </div> 5.4% </td></tr><tr class><td title=73> 73 </td><td>17</td><td><div class=bar style=width:5.0%> &nbsp; </div> 3.4% </td></tr><tr class><td title=72> 72 </td><td>17</td><td><div class=bar style=width:5.0%> &nbsp; </div> 3.4% </td></tr><tr class><td title=86> 86 </td><td>16</td><td><div class=bar style=width:4.7%> &nbsp; </div> 3.2% </td></tr><tr class><td title=76> 76 </td><td>15</td><td><div class=bar style=width:4.4%> &nbsp; </div> 3.0% </td></tr><tr class><td title=87> 87 </td><td>15</td><td><div class=bar style=width:4.4%> &nbsp; </div> 3.0% </td></tr><tr class><td title=75> 75 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class><td title=65> 65 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class><td title=83> 83 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class><td title=66> 66 </td><td>13</td><td><div class=bar style=width:3.8%> &nbsp; </div> 2.6% </td></tr><tr class=other><td title="Other values (53)"> Other values (53) </td><td>341</td><td><div class=bar style=width:100.0%> 68.2% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3688699978026982845bottom-3688699978026982845extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#3688699978026982845extreme_values-3688699978026982845firstn aria-controls=3688699978026982845extreme_values-3688699978026982845firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#3688699978026982845extreme_values-3688699978026982845lastn aria-controls=3688699978026982845extreme_values-3688699978026982845lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=3688699978026982845extreme_values-3688699978026982845firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=31> 31 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=36> 36 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=39> 39 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=41> 41 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=42> 42 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=43> 43 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=44> 44 </td><td>1</td><td><div class=bar style=width:50.0%> 0.2% </div></td></tr><tr class><td title=45> 45 </td><td>2</td><td><div class=bar style=width:100.0%> 0.4% </div></td></tr><tr class><td title=46> 46 </td><td>2</td><td><div class=bar style=width:100.0%> 0.4% </div></td></tr><tr class><td title=47> 47 </td><td>2</td><td><div class=bar style=width:100.0%> 0.4% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=3688699978026982845extreme_values-3688699978026982845lastn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=100> 100 </td><td>7</td><td><div class=bar style=width:87.5%> 1.4% </div></td></tr><tr class><td title=99> 99 </td><td>2</td><td><div class=bar style=width:25.0%> &nbsp; </div> 0.4% </td></tr><tr class><td title=98> 98 </td><td>4</td><td><div class=bar style=width:50.0%> 0.8% </div></td></tr><tr class><td title=97> 97 </td><td>4</td><td><div class=bar style=width:50.0%> 0.8% </div></td></tr><tr class><td title=96> 96 </td><td>6</td><td><div class=bar style=width:75.0%> 1.2% </div></td></tr><tr class><td title=95> 95 </td><td>8</td><td><div class=bar style=width:100.0%> 1.6% </div></td></tr><tr class><td title=94> 94 </td><td>6</td><td><div class=bar style=width:75.0%> 1.2% </div></td></tr><tr class><td title=93> 93 </td><td>3</td><td><div class=bar style=width:37.5%> &nbsp; </div> 0.6% </td></tr><tr class><td title=92> 92 </td><td>7</td><td><div class=bar style=width:87.5%> 1.4% </div></td></tr><tr class><td title=91> 91 </td><td>5</td><td><div class=bar style=width:62.5%> 1.0% </div></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=interactions></a><h1 class=page-header>Interactions</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#interactions-interactions_year aria-controls=interactions-interactions_year role=tab data-toggle=tab>Year</a></li><li role=presentation><a href=#interactions-interactions_runtime aria-controls=interactions-interactions_runtime role=tab data-toggle=tab>Runtime</a></li><li role=presentation><a href=#interactions-interactions_gross aria-controls=interactions-interactions_gross role=tab data-toggle=tab>Gross</a></li><li role=presentation><a href=#interactions-interactions_rating aria-controls=interactions-interactions_rating role=tab data-toggle=tab>Rating</a></li><li role=presentation><a href=#interactions-interactions_metascore aria-controls=interactions-interactions_metascore role=tab data-toggle=tab>Metascore</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=interactions-interactions_year><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#interactions_year-interactions_year_metascore aria-controls=interactions_year-interactions_year_metascore role=tab data-toggle=tab>Metascore</a></li><li role=presentation><a href=#interactions_year-interactions_year_year aria-controls=interactions_year-interactions_year_year role=tab data-toggle=tab>Year</a></li><li role=presentation><a href=#interactions_year-interactions_year_runtime aria-controls=interactions_year-interactions_year_runtime role=tab data-toggle=tab>Runtime</a></li><li role=presentation><a href=#interactions_year-interactions_year_gross aria-controls=interactions_year-interactions_year_gross role=tab data-toggle=tab>Gross</a></li><li role=presentation><a href=#interactions_year-interactions_year_rating aria-controls=interactions_year-interactions_year_rating role=tab data-toggle=tab>Rating</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=interactions_year-interactions_year_metascore><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=576pt height=396pt viewbox="0 0 576 396" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf 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class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#interactions_gross-interactions_gross_metascore aria-controls=interactions_gross-interactions_gross_metascore role=tab data-toggle=tab>Metascore</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_year aria-controls=interactions_gross-interactions_gross_year role=tab data-toggle=tab>Year</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_runtime aria-controls=interactions_gross-interactions_gross_runtime role=tab data-toggle=tab>Runtime</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_gross aria-controls=interactions_gross-interactions_gross_gross role=tab data-toggle=tab>Gross</a></li><li role=presentation><a href=#interactions_gross-interactions_gross_rating aria-controls=interactions_gross-interactions_gross_rating role=tab data-toggle=tab>Rating</a></li></ul><div class=tab-content><div role=tabpanel 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stroke-width: 0.3"/></g></g><g id=patch_3><path d="M 72 352.44 \nL 72 47.52 \n" style="fill: none"/></g><g id=patch_4><path d="M 518.4 352.44 \nL 518.4 47.52 \n" style="fill: none"/></g><g id=patch_5><path d="M 72 352.44 \nL 518.4 352.44 \n" style="fill: none"/></g><g id=patch_6><path d="M 72 47.52 \nL 518.4 47.52 \n" style="fill: none"/></g></g></g><defs><clippath id=p597ddec7be><rect x=72 y=47.52 width=446.4 height=304.92 /></clippath></defs></svg></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=correlations_tab></a><h1 class=page-header>Correlations</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#correlations_tab-auto_diagram_table aria-controls=correlations_tab-auto_diagram_table role=tab data-toggle=tab>Auto</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=correlations_tab-auto_diagram_table><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#auto_diagram_table-auto_diagram aria-controls=auto_diagram_table-auto_diagram role=tab data-toggle=tab>Heatmap</a></li><li role=presentation><a href=#auto_diagram_table-auto_table aria-controls=auto_diagram_table-auto_table role=tab data-toggle=tab>Table</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=auto_diagram_table-auto_diagram><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=576pt height=396pt viewbox="0 0 576 396" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# 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right;"><th></th><th>Year</th><th>Runtime</th><th>Gross</th><th>Rating</th><th>Metascore</th><th>Certificates</th><th>Genre</th></tr></thead><tbody><tr><th>Year</th><td>1.000</td><td>-0.039</td><td>0.101</td><td>-0.073</td><td>-0.026</td><td>0.120</td><td>0.586</td></tr><tr><th>Runtime</th><td>-0.039</td><td>1.000</td><td>0.074</td><td>0.061</td><td>0.024</td><td>0.036</td><td>0.700</td></tr><tr><th>Gross</th><td>0.101</td><td>0.074</td><td>1.000</td><td>0.132</td><td>-0.057</td><td>0.065</td><td>0.034</td></tr><tr><th>Rating</th><td>-0.073</td><td>0.061</td><td>0.132</td><td>1.000</td><td>0.487</td><td>0.000</td><td>0.000</td></tr><tr><th>Metascore</th><td>-0.026</td><td>0.024</td><td>-0.057</td><td>0.487</td><td>1.000</td><td>0.000</td><td>0.000</td></tr><tr><th>Certificates</th><td>0.120</td><td>0.036</td><td>0.065</td><td>0.000</td><td>0.000</td><td>1.000</td><td>0.201</td></tr><tr><th>Genre</th><td>0.586</td><td>0.700</td><td>0.034</td><td>0.000</td><td>0.000</td><td>0.201</td><td>1.000</td></tr></tbody></table></div></div></div></div></div></div></div></div><div class="row header"><a class=anchor-pos id=missing></a><h1 class=page-header>Missing values</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#missing-bar aria-controls=missing-bar role=tab data-toggle=tab>Count</a></li><li role=presentation><a href=#missing-matrix aria-controls=missing-matrix role=tab data-toggle=tab>Matrix</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=missing-bar><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg class="img-responsive center-img" xmlns:xlink=http://www.w3.org/1999/xlink width=720pt height=360pt viewbox="0 0 720 360" xmlns=http://www.w3.org/2000/svg version=1.1><metadata><rdf:rdf xmlns:dc=http://purl.org/dc/elements/1.1/ xmlns:cc=http://creativecommons.org/ns# 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clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g><g id=line2d_5><path d="M 432 230.4 \nL 432 86.4 \n" clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g><g id=line2d_6><path d="M 504 230.4 \nL 504 86.4 \n" clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g><g id=line2d_7><path d="M 576 230.4 \nL 576 86.4 \n" clip-path=url(#p154e9be660) style="fill: none; stroke: #ffffff; stroke-width: 1.75; stroke-linecap: round"/></g></g></g><defs><clippath id=p154e9be660><rect x=72 y=86.4 width=576 height=144 /></clippath></defs></svg><div class="caption text-center text-muted"> Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion. </div></div></div></div></div><div class="row header"><a class=anchor-pos id=sample></a><h1 class=page-header>Sample</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#sample-head aria-controls=sample-head role=tab data-toggle=tab>First rows</a></li><li role=presentation><a href=#sample-tail aria-controls=sample-tail role=tab data-toggle=tab>Last rows</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=sample-head><div id=sample-container class=col-sm-12><table border=1 class="dataframe sample table table-striped"><thead><tr style="text-align: right;"><th></th><th>Title</th><th>Year</th><th>Runtime</th><th>Certificates</th><th>Genre</th><th>Gross</th><th>Rating</th><th>Metascore</th></tr></thead><tbody><tr><th>0</th><td>The Godfather</td><td>1972</td><td>148</td><td>G</td><td>Action, Adventure, Thriller</td><td>134.97</td><td>9.2</td><td>100</td></tr><tr><th>1</th><td>The Silence of the Lambs</td><td>1991</td><td>124</td><td>A</td><td>Action, Adventure, Sci-Fi</td><td>130.74</td><td>8.6</td><td>86</td></tr><tr><th>2</th><td>Star Wars</td><td>1980</td><td>117</td><td>UA</td><td>Crime, Drama, Thriller</td><td>290.48</td><td>8.7</td><td>82</td></tr><tr><th>3</th><td>The Shawshank Redemption</td><td>1994</td><td>143</td><td>R</td><td>Adventure, Drama, Romance</td><td>28.34</td><td>9.3</td><td>82</td></tr><tr><th>4</th><td>The Shining</td><td>1980</td><td>138</td><td>A</td><td>Action, Crime, Sci-Fi</td><td>44.02</td><td>8.4</td><td>66</td></tr><tr><th>5</th><td>Casablanca</td><td>1942</td><td>127</td><td>U</td><td>Drama, Mystery, Thriller</td><td>1.02</td><td>8.5</td><td>100</td></tr><tr><th>6</th><td>One Flew Over the Cuckoo</td><td>1975</td><td>97</td><td>A</td><td>Action, Mystery, Thriller</td><td>112.00</td><td>8.7</td><td>84</td></tr><tr><th>7</th><td>Raiders of the Lost Ark</td><td>1981</td><td>116</td><td>R</td><td>Drama, Horror, Musical</td><td>248.16</td><td>8.4</td><td>85</td></tr><tr><th>8</th><td>The Lord of the Rings</td><td>2003</td><td>128</td><td>R</td><td>Action, Adventure, Thriller</td><td>377.85</td><td>9.0</td><td>94</td></tr><tr><th>9</th><td>Star Wars</td><td>1977</td><td>88</td><td>U</td><td>Action, Comedy, Horror</td><td>322.74</td><td>8.6</td><td>90</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=sample-tail><div id=sample-container class=col-sm-12><table border=1 class="dataframe sample table table-striped"><thead><tr style="text-align: right;"><th></th><th>Title</th><th>Year</th><th>Runtime</th><th>Certificates</th><th>Genre</th><th>Gross</th><th>Rating</th><th>Metascore</th></tr></thead><tbody><tr><th>490</th><td>Mystic River</td><td>2003</td><td>108</td><td>A</td><td>Comedy, Musical, Romance</td><td>144.13</td><td>6.5</td><td>51</td></tr><tr><th>491</th><td>The Insider</td><td>1999</td><td>117</td><td>A</td><td>Action, Drama</td><td>210.61</td><td>7.6</td><td>52</td></tr><tr><th>492</th><td>L</td><td>1997</td><td>91</td><td>A</td><td>Horror</td><td>3.68</td><td>6.7</td><td>42</td></tr><tr><th>493</th><td>Heat</td><td>1995</td><td>98</td><td>A</td><td>Horror, Thriller</td><td>53.33</td><td>6.7</td><td>36</td></tr><tr><th>494</th><td>The Usual Suspects</td><td>1995</td><td>101</td><td>A</td><td>Horror, Mystery</td><td>72.59</td><td>5.8</td><td>52</td></tr><tr><th>495</th><td>Cool Hand Luke</td><td>1967</td><td>116</td><td>A</td><td>Comedy</td><td>90.57</td><td>6.6</td><td>49</td></tr><tr><th>496</th><td>Eternal Sunshine of the Spotless Mind</td><td>2004</td><td>91</td><td>R</td><td>Adventure, Comedy, Drama</td><td>11.90</td><td>7.2</td><td>67</td></tr><tr><th>497</th><td>City Lights</td><td>1931</td><td>97</td><td>R</td><td>Drama, Thriller</td><td>20.75</td><td>6.2</td><td>51</td></tr><tr><th>498</th><td>The Matrix</td><td>1999</td><td>105</td><td>A</td><td>Action, Comedy, Horror</td><td>0.05</td><td>7.1</td><td>84</td></tr><tr><th>499</th><td>Sin City</td><td>2005</td><td>99</td><td>A</td><td>Adventure, Horror, Thriller</td><td>26.02</td><td>7.2</td><td>71</td></tr></tbody></table></div></div></div></div></div></div></div><footer><div class=container-fluid><div class="row center-block footer-text"><p class="text-muted text-center">Report generated by <a href="https://ydata.ai/?utm_source=opensource&utm_medium=pandasprofiling&utm_campaign=report">YData</a>.</p></div></div></footer><script>\n/*! jQuery v1.12.4 | (c) jQuery Foundation | jquery.org/license */\n!function(a,b){"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){var c=[],d=a.document,e=c.slice,f=c.concat,g=c.push,h=c.indexOf,i={},j=i.toString,k=i.hasOwnProperty,l={},m="1.12.4",n=function(a,b){return 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profile

PYGWALKER

import pygwalker as pg

pg.walk(df)

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

df["Rating"].max()

9.3

df["Gross"].max()

936.66

df["Metascore"].max()

100

df

	Title	Year	Runtime	Certificates	Genre	Gross	Rating	Metascore
0	The Godfather	1972	148	G	Action, Adventure, Thriller	134.97	9.2	100
1	The Silence of the Lambs	1991	124	A	Action, Adventure, Sci-Fi	130.74	8.6	86
2	Star Wars	1980	117	UA	Crime, Drama, Thriller	290.48	8.7	82
3	The Shawshank Redemption	1994	143	R	Adventure, Drama, Romance	28.34	9.3	82
4	The Shining	1980	138	A	Action, Crime, Sci-Fi	44.02	8.4	66
...	...	...	...	...	...	...	...	...
495	Cool Hand Luke	1967	116	A	Comedy	90.57	6.6	49
496	Eternal Sunshine of the Spotless Mind	2004	91	R	Adventure, Comedy, Drama	11.90	7.2	67
497	City Lights	1931	97	R	Drama, Thriller	20.75	6.2	51
498	The Matrix	1999	105	A	Action, Comedy, Horror	0.05	7.1	84
499	Sin City	2005	99	A	Adventure, Horror, Thriller	26.02	7.2	71

500 rows × 8 columns

WARNING: Traceback (most recent call last):
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 980, in _wrap_create_connection
    return await self._loop.create_connection(*args, **kwargs)  # type: ignore[return-value]  # noqa
  File "C:\Users\Dell\anaconda3\lib\asyncio\base_events.py", line 1090, in create_connection
    transport, protocol = await self._create_connection_transport(
  File "C:\Users\Dell\anaconda3\lib\asyncio\base_events.py", line 1120, in _create_connection_transport
    await waiter
  File "C:\Users\Dell\anaconda3\lib\asyncio\sslproto.py", line 534, in data_received
    ssldata, appdata = self._sslpipe.feed_ssldata(data)
  File "C:\Users\Dell\anaconda3\lib\asyncio\sslproto.py", line 188, in feed_ssldata
    self._sslobj.do_handshake()
  File "C:\Users\Dell\anaconda3\lib\ssl.py", line 945, in do_handshake
    self._sslobj.do_handshake()
ssl.SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1129)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "C:\Users\Dell\anaconda3\lib\site-packages\pygwalker\utils\check_update.py", line 20, in check_update_async
    resp = await session.get(f"{__update_url__}?{params}")
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\client.py", line 536, in _request
    conn = await self._connector.connect(
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 540, in connect
    proto = await self._create_connection(req, traces, timeout)
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 901, in _create_connection
    _, proto = await self._create_direct_connection(req, traces, timeout)
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 1206, in _create_direct_connection
    raise last_exc
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 1175, in _create_direct_connection
    transp, proto = await self._wrap_create_connection(
  File "C:\Users\Dell\anaconda3\lib\site-packages\aiohttp\connector.py", line 982, in _wrap_create_connection
    raise ClientConnectorCertificateError(req.connection_key, exc) from exc
aiohttp.client_exceptions.ClientConnectorCertificateError: Cannot connect to host 5agko11g7e.execute-api.us-west-1.amazonaws.com:443 ssl:True [SSLCertVerificationError: (1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1129)')]